{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for basic operations\n",
    "import numpy as np \n",
    "import pandas as pd \n",
    "\n",
    "# data visualization\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "data = pd.read_csv('C:/Users/Kai/Desktop/Assignment3/data/breast-w_preproccess.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(683, 10)\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 683 entries, 0 to 682\n",
      "Data columns (total 10 columns):\n",
      "Clump_Thickness          683 non-null int64\n",
      "Cell_Size_Uniformity     683 non-null int64\n",
      "Cell_Shape_Uniformity    683 non-null int64\n",
      "Marginal_Adhesion        683 non-null int64\n",
      "Single_Epi_Cell_Size     683 non-null int64\n",
      "Bare_Nuclei              683 non-null int64\n",
      "Bland_Chromatin          683 non-null int64\n",
      "Normal_Nucleoli          683 non-null int64\n",
      "Mitoses                  683 non-null int64\n",
      "Class                    683 non-null object\n",
      "dtypes: int64(9), object(1)\n",
      "memory usage: 53.4+ KB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1d8c5efa630>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1620x1620 with 90 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for basic operations\n",
    "import numpy as np \n",
    "import pandas as pd \n",
    "\n",
    "# data visualization\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "data = pd.read_csv('C:/Users/Kai/Desktop/Assignment3/data/breast-w_preproccess.csv')\n",
    "\n",
    "# printing the shape\n",
    "print(data.shape)\n",
    "\n",
    "# printing the head of the data\n",
    "data.head()\n",
    "\n",
    "# describing the data\n",
    "data.describe()\n",
    "\n",
    "# getting the info of the data\n",
    "data.info()\n",
    "\n",
    "# checking if the dataset contains any NULL Values\n",
    "data.isnull().sum().sum()\n",
    "\n",
    "sns.pairplot(data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# boxen plots\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 16)\n",
    "\n",
    "plt.subplot(2, 2, 1)\n",
    "sns.boxplot(x = data['Class'], y = data['Cell_Size_Uniformity'], data = data, palette = 'rainbow')\n",
    "plt.title('Class vs Cell_Size_Uniformity', fontsize = 20)\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "sns.boxplot(x = 'Class', y = 'Cell_Shape_Uniformity', data = data, palette = 'summer')\n",
    "plt.title('Class vs Cell_Shape_Uniformity', fontsize = 20)\n",
    "\n",
    "plt.subplot(2, 2, 3)\n",
    "sns.boxplot(x = 'Class', y = 'Marginal_Adhesion', data = data, palette = 'spring')\n",
    "plt.title('Class vs Marginal_Adhesion', fontsize = 20)\n",
    "\n",
    "plt.subplot(2, 2, 4)\n",
    "sns.boxplot(x = 'Class', y = 'Single_Epi_Cell_Size', data = data, palette = 'deep')\n",
    "plt.title('Class vs Single_Epi_Cell_Size', fontsize = 20)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKEAAAPwCAYAAADpsm37AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xd8VGXePv5rZtIbkzopkIQSCCFBMEBCB0UXsGBvqKzKTxd1xX3EFVxkrRvwASyrIuoq8ixgYQEBkWAQpIW6gRDSgCRAeu91yvcPfhlyZiZ9Zs6U6/167et57nvOnPNJkZy5zl0k1dXVGhAREREREREREZmQVOwCiIiIiIiIiIjI9jGEIiIiIiIiIiIik2MIRUREREREREREJscQioiIiIiIiIiITI4hFBERERERERERmRxDKCIiIiIiIiIiMjmGUERmcuXKFcjlcixatEjsUog6dccdd0Aul/f7PDExMYiJiTFCRUREZE94v2Raxvo7b2xi3DccPnwYcrkcCQkJZr2utZHL5bjjjjvELoNsCEMoon7Izs7Gq6++iokTJyI0NBT+/v6IjIzEQw89hI0bN6K5uVnsEq3Opk2bIJfL9f43cOBATJs2DWvWrEFjY6PYZfZLx69xxYoVBo9pvzF69tlnzVwdERGRcfF+yfjs4X6pL86cOYMXX3wR48aNw8CBAxEQEIDo6Gg8+eST2L59O1QqldglWhw+OCRzcxC7ACJrtWrVKqxatQpqtRrjx4/HI488Ag8PD5SWluLIkSN46aWX8PXXX+PgwYNil2qVoqOjtU9d1Go1SktLsXfvXrzzzjtISkrC7t27IZPJRK6y/9avX4+FCxciNDRU7FKMaufOnWKXQEREFoD3S6ZlL/dL3Wlra8Nrr72Gr7/+GjKZDJMnT8btt98OZ2dnFBQU4PDhw9i5cyfuvvtubNy4UexyrcrJkyfh6uoqdhlkQxhCEfXBmjVrkJCQgIEDB2LDhg0YN26c3jF79+7FJ598IkJ1tiEmJgbLli0T9FVXV2PKlClITk7GsWPHMHXqVJGqM44hQ4YgJycH77zzDr788kuxyzGqwYMHi10CERGJjPdLpmcP90s9sWTJEnz77beIiorCt99+i4iICMHrKpUKW7duxZ49e0Sq0HoNHz5c7BLIxnA6HlEvXblyBStXroSjoyN++OEHgzdUADB79mz85z//6fZ8ly5dwptvvokZM2Zg6NCh2mHDixcvRkFBgd7xGo0Gmzdvxu23346hQ4dCoVBg1KhRuO+++7Bt2zbBsWlpaXjmmWcQExODgIAADB06FNOmTcPSpUvR1tbWZV0nT56EXC7H448/3ukxEyZMQEBAAKqqqnpdW1/I5XKMHTsWAFBRUSF47ezZs3jttdcwefJkhIeHQ6FQ4Oabb8bf/vY3VFdX652rfRj7pk2bkJSUhDvuuAOhoaF66yRkZ2dj0aJFGDVqFAICAhAREYGFCxfi4sWL/f567r33XowePRpbt25FSkpKj96zaNEiyOVyXLlyRe+1rtY2qKqqwjvvvIOJEyciKCgIoaGhmDx5Mt588000NDT06Nr79+/Hgw8+iCFDhiAgIABjxozBG2+8YfD7y6HdRET2jfdLN1jS/ZIhra2t+OKLL/Dggw8iOjoaAQEBCA8Px7x58/Drr78afE/73/nGxka88cYb2veNHTsWH374ITQajd57NBoNvvjiC8THx0OhUGDkyJF49dVXUVNT06+v98SJE/j222/h7e2Nbdu26QVQACCTyfDwww/jiy++MHiO1NRUPPTQQwgNDUVQUBDmzp2LEydO6B2XkJAAuVyOw4cP48cff8Stt96KkJAQvXue7du3Y86cOQgNDUVgYCAmTZqEtWvXoqWlRe+c7d/L+vp6LFu2DKNGjUJgYCCmTJmC3bt3AwCUSiXWrFmDm2++GQqFAmPGjDH4tfTmZ9l+33jt2jVcu3ZNMK2z45pshtaE6vh9+Omnn3DLLbcgKCgI4eHhePrpp1FYWGjw+0wEcCQUUa9t2rQJbW1tuP/++xEVFdXlsc7Ozt2eb9euXfj6668xdepUTJgwAU5OTsjMzMTGjRuxd+9eHDhwAMHBwdrj33nnHaxduxZhYWG499574eXlheLiYqSkpGDHjh247777AFy/oZo1axYkEgnmzJmDsLAw1NXVIScnB//617+wfPlyODo6dlrXhAkTEBERgcTERFRWVsLHx0fw+pkzZ5CdnY27774b3t7evaqtr2pqapCSkgKpVIrRo0cLXvv222+xe/duTJ48GTNmzIBKpcK5c+fw6aefIikpCUlJSfD09NQ7586dO5GUlIRZs2bhqaeewtWrV7WvJSUl4YknnkBbWxtmz56NIUOGoLCwELt27cK+ffuwc+dOjBkzps9fj0QiwTvvvIN58+Zh+fLl+Pnnn/t8rq7k5eXhrrvuwrVr1zBmzBg8/fTTUKvVuHz5Mj777DM89dRTcHd37/Icq1atQkJCAry9vfGHP/wB/v7+uHDhAv75z3/i119/xb59++Dl5WWS+omIyPrwfuk6S7tfMqSqqgpLly5FXFwcZs6cCT8/PxQXF2Pv3r148MEH8fHHH+PJJ5/Ue59SqcR9992HoqIizJo1Cw4ODvj555/x5ptvorm5GUuXLhUcv3TpUqxfvx6BgYFYsGABHB0dsWfPHpw+fRptbW1dfp+78s033wAA/vjHPyIwMLDLYw39rp09exYff/wxxo8fjyeffBL5+fnYuXMn5s2bh8OHDxsMtT755BMcPHgQs2fPxtSpU1FbW6t97e2338batWvh6+uLBx54AO7u7khKSsLbb7+N/fv3Y8eOHXpfq1KpxL333ouqqirMnTsXra2t+M9//qNdy+qrr77CmTNnMGvWLDg7O2PHjh3461//Cj8/P8HvS29+lqGhoXjttdewbt06ABAETz19kPivf/0Lv/zyC+bMmYPJkyfj9OnT2LZtG9LS0nD48OEe/bdN9ochFFEvHT9+HAAwffp0o5zv4YcfxvPPP6/3j/Rvv/2GBx54AKtXr8batWu1/d988w2Cg4ORnJwMNzc3wXs6Pu3asmULmpubsWnTJr2nF9XV1XrvNeTRRx/F22+/ja1bt+otkL1lyxbtMb2trSfOnz+vHdGjVqtRVlaGxMRE1NbWYtWqVRgyZIjg+L/85S9YvXq13roHGzduxEsvvYR//etfePnll/Wus2/fPvz444+YNWuWoL+6uhrPPPMMXF1dceDAAURGRmpfy8jIwKxZs/DSSy/h0KFDvfq6dE2fPh1/+MMfkJiYiD179mDu3Ln9Op8hzz33HK5du4YVK1bgf/7nfwSvVVRUdBtAHTp0CAkJCZgwYQJ++OEHwWixTZs24YUXXkBCQgJ3lyEiIi3eL904f/sxva2tJ3p7v2SIXC7H+fPnERISIuivqanB7NmzsWLFCjz44IN66wIVFRUhOjoa27dv17722muvITY2Fp999hleeeUVbdhy4sQJrF+/HoMHD8Zvv/2mDeTeeOMN3HXXXSguLsagQYN69bW36+/vWmJiIj799FPMnz9f2/fNN9/gL3/5Cz7//HOsWbNG7z2HDx/Gvn37cNNNNwn6T548ibVr12LgwIHYv38/FAoFAODvf/875s+fj8TERHz88cd45ZVXBO8rKirC6NGjsXv3bu3v+MMPP4y5c+diwYIFGDx4MI4dO6a9B3vhhRcwfvx4fPDBB4IQqjc/y7CwMCxbtgybN28GAL1pnT2xf/9+/Pbbbxg1apS2b+HChdqpj/fee2+vz0m2j9PxiHqppKQEAARP2/ojODjY4FOCW265BZGRkdi/f7/eaw4ODgYXmfT19dXrM7SQoFwuh1Ta/X/+Dz/8MKRSqfYGql370xl/f3/cdtttfa6tK2lpadrFTP/3f/8XGzZsQFFREebMmYNp06bpHR8aGmrwuk888QS8vLwMfh8BYO7cuXoBFHD9prGmpgbLli0TBFAAMHLkSDz55JNITU1FZmZmr74uQ9566y3IZDK8+eabUCqV/T5fR2fPnsWJEycQExNjMITz9fWFi4tLl+dYv349AOCjjz7Sm644f/58xMTE4McffzRe0UREZPV4v2SZ90uGODs764UWADBgwADMnz8f1dXV+O9//2vwvatWrRJ87/z9/TF37lzU1tYKli7YtGkTAOCVV17RBlAA4OLi0ulOwT3V39+1+Ph4QQAFAI8//jgcHBxw5swZg+9ZsGCBXgAFAP/+978BXF+jqj2AAq7/vN977z1IpdJOF0ZfuXKl4Hd80qRJCAsLQ3V1Nd58803BPVh4eDji4uKQnp4u2PGvPz/LvnjuuecEARQA7Uirzr53RBwJRdRL7XPcJRKJ0c73ww8/YPPmzUhLS0N1dbXgj4mTk5Pg+AcffFA7n/6ee+7B5MmTMX78eAwYMEBw3H333YfPP/8c8+fPx913340ZM2YgPj6+VwtGh4SEYPr06Thw4AAyMzO1Ycwvv/yCqqoqPP/883BwuPHPSE9r64lHH31UOzwYAEpLS3Hw4EEsXboUiYmJ2LVrl2AqXFtbG7755hts27YNmZmZqK2thVqt1r5eVFRk8DqxsbEG+0+dOgXg+s2doRE+ly9fBgBkZWXphVS9FRkZiSeeeAIbNmzAhg0bsHDhwn6dr6P2r+PWW2/t0Y10Z+dwdHTEjh07sGPHDr3X29raUF5ebnAaAhER2SfeL1nm/VJnMjIy8PHHH+PYsWMoKSlBc3Oz4HVD91FeXl4GR1oNHDgQAARrRp47dw4AMGXKFL3jJ02aJPj+9FVff9cMfX8cHR0REBBgcN1LoPP7x/av01AAOGzYMAQHB+PKlSuorq4WhEoDBgww+DsXFBSEK1euGKwxODgYKpUKJSUlggCuLz/LvjJUl6GfP1FHDKGIeikwMBDZ2dkGF8Hsi9dffx3r1q1DYGAgbr31VgQFBWlHpmzevBnXrl0THJ+QkIDBgwfj3//+Nz744AN88MEHcHBwwG233Yb33ntPezMQGxuLX375BWvWrMHOnTvx/fffAwAiIiLw2muv4YEHHuhRfY899hgOHDiALVu24K233gJgeGh5b2rri4CAADz00ENobm7GSy+9hLfffluweOdTTz2F3bt3Izw8HHPnzoVCodDekK5bt87gQpDt5zWksrISwPW1prrS00W9u/P6669j69atWLVqFR5++GGjnBOAdrHPoKCgPp+jsrISSqUSq1at6vK4+vp6hlBERASA90uAZd4vGXLq1CncfffdUCqVmD59OubMmQNPT09IpVKcP38ee/bsMXgf1Vlo1j7Cq2NI2L5mkr+/v8Hj+3P/oFAokJeXh8LCQoPrN3Wnq6+j49fQUWf3j+1fZ8dRUB0FBgYiPz8ftbW1ghCqs3U127+Xhmpsf63j4vl9/Vn2VVd1dfa9I2IIRdRL8fHxOHToEA4dOmRwkcbeKCsrw/r16xEVFYXExES9hbMN7RYjk8mwaNEiLFq0CGVlZUhOTsa2bduwY8cOZGZm4vjx49qhvBMmTMD333+PlpYWnD17FklJSfjiiy+wcOFC+Pn5YcaMGd3WeOedd8LLyws//PADVqxYgaqqKiQlJSE6Olpv0cLe1NZX7U+eOg7xTUlJwe7duzFjxgz8+OOPgsUe1Wo1Pv74407P19lTs/abgSNHjiA6OrpfNfdEQEAA/vznPyMhIQEffvhhpz+b9tFMhv6wG9pdpv3moD9Pvby8vKBWq5GXl9fncxARkX3h/ZLl3S91ZvXq1WhqasKuXbswdepUwWtr167Fnj17+lULcOO+qqysTG8tSpVKhcrKyj4/MIuPj0deXh5+//13o61B1p3u7h9LS0sNjmwqLi4WHGds5vhZEvUX14Qi6qX58+fD0dERO3fu7HY9oO6eNOTl5UGtVmPmzJl6N1QFBQXdfuj39/fH3XffjQ0bNmDatGnIzc1FRkaG3nHOzs6Ii4vD3/72N+1olp7uxObq6op77rkHRUVFOHjwIH744QcolUq9p3p9ra232of2dtz6NycnBwAwZ84cvd1Gzpw5g6ampl5fZ/z48QCA5OTkvpbaa3/+858RFBSEzz77rNOtbdufmuXn5+u9dvbsWb2+9q9j//79gumJvTF+/HhUV1cb5edHRET2gfdLlne/1JmcnBx4e3vrhRYAcPTo0X7XAkC7ftKRI0f0Xjt27Fi/1sT84x//CADYsGEDSktLuzzWmKOADGnfjfDw4cN6r+Xk5KCwsBBhYWF6a2waS19+ljKZrM/3iER9wRCKqJfCwsKwdOlStLa24qGHHkJKSorB45KSkrodwh0aGgrg+q4eHUe21NfXY/HixXp/kFtaWvD777/r3VC0tbWhqqoKwI2FNY8dO2ZwZExZWRkA9Gi3l3aPPfYYAOC7777Dd999BwcHBzz00EN9rq2vVCoVPv/8cwDA5MmTtf3t30fdG5uysjIsWbKkT9eaP38+BgwYgFWrVhl8iqhWqw3eYPSHm5sbXn/9dTQ1NXU69a39yabuopYXLlzQfm86GjNmDOLi4nD+/Hl8+OGHeq9XVlbqrRWg6/nnnwcALF682OCIqoaGBu3aU0RERADvlyzxfqkzoaGhqKqqQlpamqB/48aNnW7s0lvt35s1a9Zov04AaG5uxttvv92vc8fHx2PBggWorKzE/fffr123syO1Wo2tW7fiueee69e1uvP4448DuD4iqby8XNuvUqmwfPlyqNVqPPHEEya7fl9+lj4+PigvL+/TQ1uivuB0PKI+eOWVV7Rr5MycORNxcXEYM2YMPDw8UFpaimPHjuHy5csYO3Zsl+dRKBS4//778Z///AdTp07FzJkzUVtbiwMHDsDFxQUxMTE4f/689vimpibMmzcPoaGhGDduHAYNGoTm5mYcPHgQWVlZmDNnDkaMGAEA+OSTT3DgwAFMmTIF4eHhcHd3R0ZGBpKSkiCXy7VPjXoiPj4eQ4YMwY4dO9DW1obZs2frzenvTW090XHLYQAoLy/HoUOHcPHiRfj6+gpuWG6++WbEx8dj165duP322xEfH4/S0lIkJSUhIiKiT8O7fXx8sHHjRjz++OOYNWsWpk+fjsjISEilUuTn5+PUqVOorKzU7shiLPPnz8e6deuQnp5u8PW5c+di6NCh2Lp1KwoKCjBu3Djk5+djz549mDt3LrZv3673nvXr1+POO+/E22+/jZ07d2LKlCnQaDS4fPkyDhw4gJMnTyIsLKzTmqZPn44333wTb731FmJjY3HbbbchLCwMDQ0NuHbtGo4ePYr4+HiD0yGIiMh+8X7Jsu6XOrNo0SLs378fc+bMwT333AMvLy+kpKTg+PHjmDdvHn766ace19OZ+Ph4PPvss/jiiy8wceJE3H333XB0dMSePXsgl8sRGBjYr/OvXr0aMpkMX3/9NSZMmIApU6YgOjoazs7OKCwsxOHDh1FQUIB58+b1+2vpSlxcHBYvXoyPPvoIEydOxLx58+Dm5oakpCSkp6dj4sSJeOmll0x2/b78LKdPn47//ve/uP/++zFp0iQ4OzsjOjoac+bMMVmdZN8YQhH10WuvvYZ77rkHX331FY4cOYLNmzejubkZPj4+iImJweLFi3u0wPQ///lPhIeHY9u2bfjqq6/g5+eHOXPm4PXXX9d7UuLu7o633noLhw8fxsmTJ/Hzzz/Dw8MDgwcPxtq1a7VPXwBg4cKFkMvlOHPmDE6cOAGlUong4GA888wzePHFF7VPFXvq0UcfxXvvvaf9/3X1praeSEtLEzzFcXFxQWhoKP70pz9h8eLFgmBJJpNhy5YtePfdd7Fv3z6sX78eQUFBePLJJ7FkyRLExcX16trtpk+fjiNHjuCTTz7B/v37kZycDCcnJwQGBmLq1Km4++67+3TerkilUrzzzju4//77Db7u4uKCn376CW+88QYOHDiAlJQUjBw5El9++SW8vb0NhlDh4eE4dOgQPvroI/z888/48ssv4ezsjNDQULz44osGFwnV9fLLLyMuLg7r16/H8ePHsWfPHnh5eSEoKAgLFizAgw8+2O+vnYiIbA/vl4TEvF/qzKxZs/Ddd99h9erV2L59O6RSKWJjY7Fr1y7k5eUZJYQCgFWrVmHYsGH46quvsGHDBvj4+ODOO+/EG2+8YXDXvN5wdHTE2rVr8dhjj2HDhg1ITk7G6dOn0dbWBn9/f4wZMwbvvvuuyUMoAHjrrbcwevRofPnll/juu+/Q1taGwYMHY/ny5XjxxRf1dnI0pr78LJcsWYKamhrs3bsXJ06cgEqlwqOPPsoQikxGUl1d3f1EYSIiIiIiIiIion7gmlBERERERERERGRyDKGIiIiIiIiIiMjkuCYUEVE/7d69W7AgamdCQ0Mxf/58M1REREREZJ1SU1Px888/9+jYZcuWmbgaIjI2rglFRNRPixYtwpYtW7o9bvLkyT2+qSIiIiKyR5s2bcILL7zQo2Orq6tNXA0RGRtDKCIiIiIiIiIiMjmuCUVEREREAICjR4/ikUcewciRIyGXy7Fp0ybta21tbfj73/+OSZMmITg4GCNGjMDChQtx7do1ESsmIiIia8IQioiIiIgAAA0NDYiKisLKlSvh6uoqeK2xsRHnzp3DkiVL8Pvvv2Pz5s0oKCjAAw88AKVSKVLFREREZE04HY+IiIiI9ISEhOD999/vckOFzMxMxMfH4+jRoxg1apQZqyMiIiJrxJFQRERERNQndXV1AAC5XC5yJURERGQNHMQugIiIiIisT2trK5YvX47Zs2cjJCSky2MvXrxopqqIiIhITBEREV2+zhCKiIiIiHpFqVTi2WefRU1NDbZs2dLt8d3dkBIREZF9YAhFRERERD2mVCrxzDPPID09Hbt374aPj4/YJREREZGVYAhFRERERD3S1taGp59+GhkZGdi9ezcUCoXYJREREZEVYQhFRERERACA+vp65OTkAADUajXy8/ORmpoKb29vBAUFYcGCBUhJScGWLVsgkUhQUlICAPDy8oKrq6uYpRMREZEVkFRXV2vELoKIiIiIxHf48GHcddddev2PPvooli5diptuusng+z799FPMnz/f1OURERGRlWMIRUREREREREREJicVuwAiIiIiIiIiIrJ9DKGIiIiIiIiIiMjkGEIREREREREREZHJMYQiIiIiIiIiIiKTYwhFREREREREREQmxxCKiIiIiIiIiIhMTtQQ6ujRo3jkkUcwcuRIyOVybNq0SftaW1sb/v73v2PSpEkIDg7GiBEjsHDhQly7dk3EiomIyFKoVCq0tLTo/U+pVIpdGhEREZHdam1t1d6XaTQascshC+Mg5sUbGhoQFRWFRx99FH/6058ErzU2NuLcuXNYsmQJYmJiUFtbi+XLl+OBBx7A0aNH4eAgaulERCSibdu2Yd++fWhqatJ7TSaTYdy4cXjuuecgk8lEqI6IiIjI/uTn5+Pjjz9GYWGhts/LywvPPPMMYmNjRayMLImkurraIqLJkJAQvP/++5g/f36nx2RmZiI+Ph5Hjx7FqFGjzFgdERFZitzcXLz55pvdHvf0009j+vTppi+IiIiIiPDBBx/gzJkzev3e3t74+OOPIZFIRKiKLI1VrQlVV1cHAJDL5SJXQkREYklPT+/RcRcuXDBxJURERETULi8vz2B/VVUVamtrzVsMWSyrCaFaW1uxfPlyzJ49GyEhIWKXQ0REIsnJyRG0pTIJHBylkDlIujyOiIiIiExDqVSisrKy09dLS0vNWA1ZMqtYWEmpVOLZZ59FTU0NtmzZ0u3xFy9eNENVREQkhuzsbEH7jwtHIzjEE21tKvzve8ehVl+fZV5WVoZz587Bzc1NjDLJTCIiIsQugYiIyO5VVFR0uQh5WVkZ/2YTACsIoZRKJZ555hmkp6dj9+7d8PHx6fY9/OUmIrJNusO5ZTIJAhTuAABHRxkCFG4oLmrQvq7RaPg3gYiIiMjEuhvpxJFQ1M6ip+O1tbXhqaeewoULF7Br1y4oFAqxSyIiIhFlZWUJ2oFBHnBwuPGnLGSgZ5fHExEREZHxFRUV9et1sh+ijoSqr6/XrtmhVquRn5+P1NRUeHt7IygoCAsWLEBKSgq2bNkCiUSCkpISANe3eXR1dRWzdCIiEkFmZqagHTZ4gF77zKniTo8nIiIiIuMrKCgQtIOGuKMop6HT18l+iToSKiUlBdOmTcO0adPQ1NSEhIQETJs2Df/4xz9QUFCAPXv2oKioCDNmzMCIESO0/9u2bZuYZRMRkUj0QqhwYQgVqtPOy8tDU1OTyesiIiIisme6IVNopHB0elFREdRqtTlLIgsl6kioqVOnorq6utPXu3qNiIjsS2VlpWAot0QKDAwV3uB4eDjB188VFeXXgye1Wo3MzEyMHTvWrLUSERER2QuNRoPCwkJBX0CYG5xcpGhtvh48tbS0oLy8HAEBAWKUSBbEoteEIiIiapeamipoh4R4wtlZ/1nK4CHyLt9HRERERMajt3GMgwQeckfIA5wFx125csXcpZEFYghFRERW4dy5c4L2sOGGd0sdNtxb0E5NTe1yy2AiIiIi6ru8vDxB21vhAqlUAp9Aly6PI/vEEIqIiCxeW1sbLly4IOjTDZvahYUPEOyYV15ezsUwiYiIiExEN1zyCbw+AspbwRCK9DGEIiIii5eeno6WlhZt28PTCYpAd4PHOjrJEK6za15KSopJ6yMiIiKyV+073rdrHwGlOxIqJyeHo9OJIRQREVm+06dPC9oRw70hkUg6PT4iUjhV79SpUyapi4iIiMieaTQaXLp0SdDnE3Q9fPLyc4KD4437tbq6OpSUlJi1PrI8DKGIiMiiKZVKnDlzRtA3cpRfl+8ZMdIXHTOqK1eu8KaHiIiIyMiKiopQX1+vbTs6SzHA//p0PKlUAt8QV8HxFy9eNGt9ZHkYQhERkUXLyMhAQ0ODtu3q5oAwnel2ujw8nBAaJjyGo6GIiIiIjEs3VPILcYVUeuNJoD9DKNLBEIqIiCxacnKyoD0i0hcyWfd/vkaO8tU7D9chICIiIjKerKwsQdtPJ3TyGyhs6x5P9ochFBERWazm5ma99aCiorueitcucpQfJB3+yuXn5+Pq1avGLI+IiIjIrmWufeIQAAAgAElEQVRkZAjaAaHC0Ml/oKtgiYSCggLU1NSYozSyUAyhiIjIYp05c0awK56nlxPCh8h79F4PDycMHeot6Dt69KhR6yMiIiKyV6WlpSgrK9O2pTKJ3kgoJxeZ3i55usEV2ReGUEREZLGOHDkiaMeMDhCsM9CdmDEBgnZycjKUSqVRaiMiIiKyZ7phkv9AVzg46kcMinA3QfvChQsmrYssG0MoIiKySKWlpUhPTxf0xYzx79U5hkf6wNlZpm3X1tbi7NmzRqmPiIiIyJ6dP39e0FaEuRk8Trc/LS2N63TaMYZQRERkkQ4ePChoB4d4wD/AvVfncHSUYVSMMLjSPS8RERER9Y5arUZaWpqgL3Cw4fu0gEFukMpujGQvKytDSUmJSesjy8UQioiILI5SqcThw4cFfWPHBfbpXLrvS0tLE6xfQERERES9k5ubi/r6em3byUUK32AXg8c6OEn1FixPTU01aX1kuRhCERGRxUlJSUFtba227eysP6Kpp4KCPRAU7KFtazQajoYiIiIi6gfdEClwsHuX63YGDRGOkjp37pxJ6iLLxxCKiIgsTlJSkqAdfVMAnJxknRzdvZvHC0dD/f7772htbe3z+YiIiIjsmW6IpBsy6dJ9PSMjg/didoohFBERWZSrV68iMzNT0Bc7vm9T8dqNivGHs8uNEKuurg4nT57s1zmJiIiI7FFtbS0uX74s6Ase2nUIJfd3hpung7bd2tqqt7se2QeGUEREZFF0R0GFhnshQNG7Bcl1OTnJcNNYhd51uDMLERERUe+kpqYK7qG8Fc5w83Ts8j0SiQTBwzwEfdyx2D4xhCIiIotRX1+P5ORkQd/4uGCjnHvchCCgw1IFubm5ek/xiIiIiKhruuFRiE641JmQYcKHimfPnuUDQTvEEIqIiCyG7lpNXgOcMSLS1yjn9vF1xbBh3oK+ffv2GeXcRERERPZAqVTqLUoeEtGzECpwsDtkDjeeCJaVlaGgoMCo9ZHlYwhFREQWQalU4tdffxX0xY4PhFTW+U4rvTV+onBU1alTp1BRUWG08xMRERHZsuzsbDQ2Nmrbzm4y+Aa79Oi9Do5SKMLcBH0pKSlGrY8sH0MoIiKyCKdPn0ZVVZW27egoxc3j+rcgua4hQ+Xw879x86NWq7F//36jXoOIiIjIVumGRiHDPCCR9PyBoe6oKYZQ9ochFBERiU6j0SAxMVHQN3pMAFzdul7ksrckEgkm6IyGOnDgAFpaWox6HSIiIiJbpBdCRfRu8xjd9aMuXryIurq6ftdF1oMhFBERie7SpUvIyckR9I2PN86C5LpibvKHq9uNLYIbGxtx5MgRk1yLiIiIyFYUFxejuLhY25ZKgaDBvQuh3Ac4Qh7grG1rNBq9NabItjGEIiIi0emOghoa4S2YNmdMjo4yvWl+iYmJUKvVJrkeERERkS3Q3RUvINQNjs6yXp9HdzSU7nnJtjGEIiIiUZWXl+P06dOCvriJphkF1W7chCDBguclJSV8CkdERETUBd2wKHhYz3bF0xU8TDh6KjU1lQ8D7QhDKCIiElVSUhI0Go227R/ghsFD5Sa9pqeXM6Ki/QR9uqOxiIiIiOi65uZmZGZmCvp0RzT1lF+IK5xcb0QRDQ0NuHTpUr/qI+vBEIqIiETT0tKC33//XdA3YWJwr3ZZ6au4iSGCdnp6OvLz801+XSIiIiJrk5GRAaVSqW17eDvCy9epT+eSSiUIHiIMsM6fP9+v+sh6MIQiIiLRHDt2DI2Njdq2q5sDokf7m+XaQcEeGBTqJehLSkoyy7WJiIiIrIluSBQ8pHcLkusKGqI/JY/sA0MoIiIShUajwa+//iroGxsbCEfH3i9w2Vfj44ME7aNHj6KhocFs1yciIiKyBrohlG6I1Fu6u+rl5OSgvr6+X+ck68AQimzC1atXceLECdTU1IhdChH1UFZWFgoKCrRtiRSIHR/YxTuMb8RIX3h63RhK3traiiNHjpi1BiIiIiJLVlFRgaKiIm1bIgUUYf3bxdjV0wHyAGdtW6PRID09vV/nJOvAEIqs3okTJ/DGG2/gs88+w/Lly1FZWSl2SUTUAwcPHhS0R0T6YoDcxaw1yGRSxI4XjoY6ePCgYKF0IiIiInuWkZEhaPuFuMLRuf8j13VHQ+leh2wTQyiyeh13tKqtrcXx48dFrIaIeqKurg6nTp0S9N2sEwaZy5ibFZBKbyyEXlhYiOzsbFFqISIiIrI0uuFQf0dBtQvQOQ9DKPvAEIqs3uXLlwVtbu9JZPmOHDki2GHF28cFgwcPEKUWD08nDI/0EfQdOHBAlFqIiIiILI1eCBVqpBBqkCs6boicn5+P2tpao5ybLBdDKLI5nEZDZNk0Gg0OHTok6BsbGwhJh9FI5jZ2nHAtqtOnTwt27SMiIiKyR1VVVSgtLdW2pVLAb6CrUc7t5CKDt8JZ0JeVlWWUc5PlYghFRERmdfXqVRQWFmrbEikwemyAiBUBQ4bIMUB+4yaora0Np0+fFrEiIiIiIvHpzjLxCXKFg6PxYoQAnVFVurNcyPYwhCIiIrM6duyYoD10mDc8PJw6Odo8JFIJYm4SBmHJyckiVUMknqNHj+KRRx7ByJEjIZfLsWnTJsHrGo0GCQkJiIyMRGBgIO644w6u4UFEZMN0Qyi/EONuIuMbLBxVxaVVbB9DKCIiMhu1Wq23eYBu+COW6NH+gnZGRgZ32yS709DQgKioKKxcuRKurvrTLT766CN8+umnWLVqFX777Tf4+/vj3nvvRV1dnQjVEhGRqemOTPINMc5UvHa6oVZubi5UKpVRr0GWhSEUERGZTXZ2Nqqrq7VtJycZho/w6eId5uPn74agYA9tW6PRcEoe2Z3bb78dK1aswLx58yCVCm8TNRoN1q1bh5dffhnz5s1DVFQU1q1bh/r6emzdulWkiomIyFTUajVyc3MFfX7Bxh0J5T7AES7uMm27paVFsGwD2R6GUGTV1Gq12CUQUS+cPXtW0B4e6QNHJ1knR5vfqBg/QTslJUWkSogsz5UrV1BSUoJbbrlF2+fq6opJkybhxIkTIlZGRESmUFpaipaWFm3byVUK9wGORr2GRCKBT6Aw2Lp69apRr0GWxUHsAoj6o62tTa+vtbVVhEqIqCd0Q53hkb4iVWLY8EhfJCXmadtZWVlobGyEm5txtiImsmYlJSUAAH9/4dRVf39/FBUVdfneixcvmqwuIiIyDd01/7wDXCCRdL2b8ab3MgXt+X+L7PY6coUzCi83aNvnzp1DQIBlLNdAvRcREdHl6wyhyKp1TObbNTc3i1AJEXWnqKgIxcXF2rZUJsHQYXIRK9Ln4+sKXz9XVJQ3AQBUKhXOnz+PuLg4kSsjshy6H0A0Gk23H0q6uyElIiLLk5qaKmjLA5w7ObJ/5P7C89bX1/Pvhg3jdDyyaoYCJ46EIrJMaWlpgnZY+AA4u1jesxDdNarOnz8vUiVElkWhUAC4Pj2jo/Lycr3RUUREZP3y8/MFbVOFUN4Bwul4165dM8l1yDIwhCKrZiiE4kgoIsukOx1nyFDLGgXVbsgwb0Gb04iIrgsLC4NCocCBAwe0fc3NzUhOTuZoQSIiG9RxBDsADPAzTQjl6euEjgNqq6qqDM54IdtgeY+giXqB0/GIrINGo0FWVpagLzRsgEjVdC1koCckUkDz/+97UFxcjNraWnh5eYlbGJEZ1NfXIycnB8D1zT/y8/ORmpoKb29vDBo0CIsWLcKaNWsQERGBYcOGYfXq1XB3d8cDDzwgcuVERGRMarVauxZgO08f4y5K3k4mk8B9gCPqq2+s91tSUoLQ0FCTXI/ExZFQZNUMhVBMzYksT3l5Oaqrq7VtB0cpAoPcRayoc07OMgQFeQj6srOzRaqGyLxSUlIwbdo0TJs2DU1NTUhISMC0adPwj3/8AwCwePFiPP/883j11Vcxc+ZMFBcXY9u2bfD09BS5ciIiMqaqqirBMidOLlI4u5puR2NPHydBW3cUFtkOjoQiq2Zo/afW1tYeLZJKROaTm5sraAeHeEDmYLnPQQaFeqGwoF7bzs3Nxbhx40SsiMg8pk6dKgiMdUkkEixbtgzLli0zY1VERGRuZWVlgraHt5NJP195ejui4z6ruusPku2w3E8ARD1gaNSTRqNBW1ubgaOJSCy627cH6ow0sjQKnVFa3W0/T0RERGRLysvLBW0PuWmm4rVz1zl/RUWFSa9H4hE1hDp69CgeeeQRjBw5EnK5HJs2bRK8rtFokJCQgMjISAQGBuKOO+5ARkaGSNWSJeosbGIIRWRZCgsLBW1fP1ejnLcgvwHHj9TjzAkVjh+pR0F+g1HO6+vnJmjr1k9ERERky3RDIDcv006icvNiCGUvRA2hGhoaEBUVhZUrV8LVVf8DyUcffYRPP/0Uq1atwm+//QZ/f3/ce++9qKurE6FaskRKpbJX/UQkDt2RRH7+bp0c2XMpp2vh7hSHPz27HM/9f6/hT88uh7tTHFJO1/b73LohWWlpKf9dISIiIruhGwK5e5l4JBRDKLshagh1++23Y8WKFZg3bx6kUmEpGo0G69atw8svv4x58+YhKioK69atQ319PbZu3SpSxWRpGEIRWQfddQX6OxKqIL8Bg0MnYdas2XBwuP5kzsHBAbNmzcbg0Eko7OeIKBcXB3h43LgZUqlUqKqq6tc5iYiIiKxFZWWloG3qkVDuOufXvT7ZDotdE+rKlSsoKSnBLbfcou1zdXXFpEmTcOLECRErI0uiVqt71U9E5qdUKtHY2KhtSySAm1v/nqZdy9NgxoxZBl+bMWMWrub1/98Adw/hLi319fWdHElERERkW3Q3qXD1MO1IKBd3YQhVV1fHgQU2ymJ3xyspKQEA+Pv7C/r9/f27XSD24sWLJquLLIvu6Ip2ubm5Xe7uQ0TmoxveuLg6QCrt2+4q7644AgCIiorSjoDS5eDggIJrrXh3xREsf3tKn64D6AdlWVlZvBmyQBEREWKXQEREZHNqamoEbVcPmUmvJ5VJ4OwmQ0ujSlCDr6+vSa9L5mexIVQ73W0gNRpNt1tD8obUfly6dMlgf3h4OAICAsxcDREZkp+fL2j3dxQUcOPpmKEgSqlUGmXUkqvOEzlPT0/+fSEiIiKbp1arDYRQpo8OXD0cGELZAYudjqdQKABcXwy2o/Lycr3RUWS/Ogskuwsqich8mpubBW1n5/4/SSssLMTevXsNvrZ3716j7Gbn4iy82dL9OoiIiIhsUV1dnWB5E0dnKWQOpo8OdIMu3SCMbIPFhlBhYWFQKBQ4cOCAtq+5uRnJycmIi4sTsTKyJDKZ4Q+znfUTkfmZIhRWqVTYvn07du/erZ0ip1QqsXv3bmzfvh0qlaqbM3RPo9NmuE1ERET2oLZWuNOwOUZBAYCLu/AzHEMo2yTqdLz6+nrk5OQAuD7kLz8/H6mpqfD29sagQYOwaNEirFmzBhERERg2bBhWr14Nd3d3PPDAA2KWTRZEd1fFdgyhiCyH/rRq45y3oqIC33zzDRITE+Hh4YH6+noUFhYaJYACoFcoQygiIiKyB7rhj7ObeT5bubgJ4wndMIxsg6ghVEpKCu666y5tOyEhAQkJCXj00Uexbt06LF68GE1NTXj11VdRXV2N2NhYbNu2DZ6eniJWTZbE0dHw2jKdLVhMROZnaG0/Y1GpVLh27ZrRzteRbpkMoYiIiMge6I2EcudIKDIeUT+pT506tcsdzCQSCZYtW4Zly5aZsSqyJp2FUE5OTgb7icj8dEPhtjZ1J0daFt06GW4TERGRPdAbCeVuppFQ7lwTyh5Y7JpQRD3h7Oys1yeRSPhhkciCeHl5CdqNDW0iVdI7DQ2tgrbu10FERERki8TYGc/QdRhC2SaGUGTVDI14cnJy4rQZIgvi4eEh+G+yqUkJlcryR0PphmUMoYiIiMge6M5W4nQ8MiaGUGTVXFxcetRHROKRyWTw8PAQ9DU2KkWqpucaGEIRERGRHdINf1xEGgnV1dI9ZL0YQpFVMzQSytAUPSISl1wuF7SrKptEqqRnWltUaKi/EUJJJBKGUERERGQXKisrBW1zTcdzdpOh4+bnjY2NaG5uNsu1yXwYQpFVMzTqiSEUkeUJCgoStMvLLDuEKi9vFLQDAgK41hwRERHZhYqKCkHb3cs890ASiQSunsKNp3QDMbJ+DKHIqnE6HpF1CA4OFrQryho7OdIy6IZkuvUTERER2SLd0UdSmQTObubZHQ8A3AcIAy/dQIysH0MosmqGRj1xJBSR5dENccosPoQS1scQioiIiOyBoVFQ5tz0yc1LOBKqvLzcbNcm82AIRVbN0JpQjo6OBo4kIjGFhIQI2kUF9dBoNCJV073C/DpBW7d+IiIiIltUXFwsaLsPMO9nK93rlZaWmvX6ZHoMociqGUrlzZnUE1HPBAcHw9XVVdtualKissIy14VSqzUoLKgX9A0bNkykaoiIiIjMRzeE8vTVf+hvSl4+wuvp1kPWjyEUERGZnFQqxZAhQwR9+dfqOjlaXGWlDWhtVWnbnp6eCAgIELEiIiIiIvPQDX10QyFT89IJvYqKisx6fTI9hlBERGQWuqOJrl2pFamSrunWNXToUI6wJCIiIrugG/p4mjmE0r1eSUkJVCpVJ0eTNWIIRUREZjF8+HBBO+dytUWuC5VzuVrQ1q2biIiIyBap1WpcvXpV0DfAz7whlLOrDC7uN3bja2tr45Q8G8MQioiIzGL48OGCjQNqa1pQUW5Z60KpVGrk5dYI+qKjo0WqhoiIiMh8SkpK0NzcrG07uUjNvjA5AHgrXATt3Nxcs9dApsMQioiIzMLJyQkjRowQ9OmOOhJbwbU6tLbcGPLt5eWFQYMGiVgRERERkXnk5eUJ2j6BLqIsSeATKAyhdOsi68YQioiIzCYmJkbQvpRVKVIlhl26WCVoR0dHQyrln0oiIiKyfTk5OYK2t04YZC4+gc6Ctm5dZN14Z01ERGajG0Ll5dWguVkpUjX6sjIqBG3deomIiIhsVWZmpqDtGyxOCOUb7Cpo5+TkoLW1VZRayPgYQhERkdkEBwdDoVBo22qVBpd1Rh+JpbysUbBGlUwmw0033SRiRURERETm0djYqDftTRHqJkot7gMc4SG/sRaVUqnEpUuXRKmFjI8hFBERmY1EIkFsbKygT3f0kViyM4VTAyMjI+Hu7i5SNURERETmk5WVJdi1eICfE1zcHUSrJ0AnAMvIyBCpEjI2hlBERGRWuiHUxexKtLWpOjnafDIulAvaunUSERER2arz588L2gFh4oyCaqfQub5ufWS9GEIREZFZDRkyBHK5XNtua1WLPiWvqrIZRYX12rZEIsHYsWNFrIiIiIjIPDQaDf773/8K+oLCxR0NHhguDKEuX76M6mrL2lWZ+oYhFBERmZVUKsX48eMFfelp5Z0cbR7paWWCdkREBHx8fESqhoiIiMh8rl69ivLyG/diMgcJgoaIG0K5eTnCp8PufBqNBikpKSJWRMbCEIqIiMxuwoQJgvbFrEq0too3JU93Kl5cXJxIlRARERGZl+4oqMBwNzg4iR8VDBzuIWifOXNGpErImMT/zSIiIrszbNgwwUijtjY1LmZVdvEO06kob0RxUYO2LZFIMG7cOFFqISIiIjInjUaD5ORkQd/A4Z4iVSOkG0KdP38edXV1IlVDxsIQioiIzE4qleqNhrpwvqyTo00rLVV43cjISMGaVURERES2KicnB4WFhdq2RKof/ohFHuAMTx8nbVulUukFZmR9GEIREZEo4uPjBe1LF6vQ1KQ0aw0ajQYXzgun4unWRURERGSrDh8+LGiHDPWAi7uDSNUISSQSDBntJejTrZesD0MoIiISRXh4OBQKhbatVmmQmW7eBcqLixpQWdGkbctkMr1F04mIiIhsUWtrq97IosGjB4hUjWGDY4T15ObmIj8/X6RqyBgYQhERkSgkEoneqCNzT8nTvd7o0aPh7i7ubjBERERE5nD8+HE0NNxYF9PJVYqQYZZ1H+Tu5YjAcDdB36+//ipSNWQMDKGIiEg0uiFUXm4N6upazXJtjVqjF0JxKh4RERHZA41Gg8TEREHfkJgBkDlYXkQwdKxwrc4jR44IwjOyLpb3G0ZERHYjODgYYWFhNzo0QEaaeUZDXb1ai7raG4GXk5MTxo4da5ZrExEREYkpKysLV65cEfQNH+ctUjVdCx3hCVfPG+tUtbS04ODBg+IVRP3CEIqIiESlO/pId7c6U7mgc52bb74Zzs7OZrk2ERERkZj27t0raA8c7gFPb6dOjhaXVCbB8FjhaKh9+/ZBqTTvhjZkHAyhiIhIVHFxcYJ2YUE9qqqaTXpNQ4ugcyoeERER2YNr167h9OnTgr4R4y1zFFS7YWPlkDlItO2KigocO3ZMxIqorxhCERGRqHx9fRERESHoy0gz7S55ebnVaGy88fTMzc0NMTExJr0mERERkSX46aefBG2fQGcowtw6OdoyuLg5YIjOzn0//fQTVCqVSBVRXzGEIiIi0emOhko38bpQ6TohV2xsLBwcHDo5moiIiMg2FBYW4sSJE4K+6Cl+kEgknbzDckRN8oWkQ4JRUlKC5ORk8QqiPmEIRUREohs3bpzg5qe4qAGVFU0muZZKpUZWRoWgb8KECSa5FhEREZEl2b59OzQajbYtD3DGwOEeIlbUcx4DHDEkRjgaaseOHRwNZWUYQhERkei8vb0xYsQIQZ9uUGQsV/Jq0dR0Yyqeu7s7oqKiTHItIiIiIkuRm5urN3IoZoqvVYyCajdqsi86lltcXIzff/9dvIKo1xhCERGRRRg3bpygnZlumhAqK51T8YiIiMj+fP/994K2PMAZgyI9Raqmbzy9nfTWhtq2bRuam027qQ0ZD0MoIiKyCLGxsYJ2QX4damtbjHoNjVqjN8JK97pEREREtub8+fNIS0sT9I29xd+qRkG1Gz3NT7BTXnV1NRITE0WsiHqDIRQREVkEHx8fDB06VNCXbeQpefn5daivb9O2XVxcOBWPiIiIbJparcaWLVsEfYpwNwQNcRepov5x83LEiAnegr5du3ahpqZGpIqoNxhCERGRxdAdlXQxq8qo57+YVSlo33TTTXBycjLqNYiIiIgsycGDB3H16lVB39iZ1jkKqt2oib5wcr0RZzQ3N+OHH34QsSLqKYZQRERkMcaOHSto5+VVo7XVeDueXMoWhlC61yMiIiKyJQ0NDfjxxx8FfeGjvOAb7CpSRcbh5CJDzBQ/Qd+hQ4eQm5srUkXUUwyhiIjIYgQFBcHf31/bVik1yMupNsq5q6ubUVrSqG1LJBLExMQY5dxERERElmj79u2oq6vTtmWOEoy9xb+Ld1iP4bHe8PK9MaJdo9Hg//7v/6DRaESsirrDEIqIiCyGRCLBmDFjBH26U+j66nK2cGpfREQEPDw8jHJuInuhUqnw7rvvYvTo0VAoFBg9ejTeffddKJVKsUsjIiIdBQUF+PXXXwV9oyb6ws3LUaSKjEsqkyD2tgBBX3Z2NpKTk0WqiHqCIRRZNabcRLbnpptuErRzLlcb5b/1nMvCEEr3OkTUvQ8//BBfffUVVq1ahZMnT2LlypX48ssvsXbtWrFLIyKiDjQaDb799luoVDeWNXDzcsDIeB8RqzK+4KEeCB4mXGB98+bNaGxs7OQdJDaGUGTVOv6j2k6tVotQCREZy4gRI+DoeOMJXU11C6oqm/t1TrVKg7xc4Y4p0dHR/TonkT06efIkZs+ejTlz5iAsLAxz587FnDlzcObMGbFLIyKiDk6cOIH09HRBX+ysADg42l4EMO42BaSyG4usV1dXY8eOHSJWRF2xvd9AsittbW16fa2trSJUQkTG4uTkhIiICEFf7uX+rQtVWFiHluYbobWnpydCQ0P7dU4iexQfH48jR44gOzsbAJCZmYnDhw/jtttuE7kyIiJq19zcjE2bNgn6Age7YVCkp0gVmZanj5PeCK/ExETk5+eLVBF1xUHsAoj6w9AaFFyXgsj6RUdHC57e5eZUI3ZCUJ/PpxtiRUVFQSrlcxii3nr55ZdRX1+PuLg4yGQyKJVKLFmyBAsXLuzyfRcvXjRThURElJSUhKqqG8sQSKXAuNsVkEgkXbzLukVP9kXu+Ro01l7/LKhSqfD555/jySeftOmv2xLpPkzWxRCKrJqhkVCG+ojIukRFRQnaV/Nq+rUu1NUrtV2en4h6Ztu2bfjuu+/w1VdfITIyEufPn8fSpUsRGhqKJ598stP3dXdDSkRExlFYWIjjx48L+iLjfDDAz1mkiszDwVGK2NsUOPyfAm1fXl4eKioqMHHiRBErI118DExWzdCaUBwJRWT9QkND4eLiom03NipRUd7Up3OpVRrkXxOGUJGRkf2qj8herVixAi+++CLuv/9+jBo1Co888gheeOEFfPDBB2KXRkRk9zQaDTZu3Cj4jOTq6YDoKX4iVmU+g0Z4IGiI/iLlTU19u4ck07DoEIrbAFN3DIVQhvqIyLrIZDK9kRO6o5l6qri4Hm2tNzYsGDBgABQKRb/qI7JXjY2NkMlkgj6ZTMZNQYiILMDJkyeRlpYm6IudFQBHJ4v+2G80EokE425XoOOKC1VVVdi+fbt4RZEei/5t5DbA1B1DgSRDKCLbMGLECEH76pWaTo7s2tU8YXg1fPhwrg1A1EezZ8/Ghx9+iMTERFy5cgW7du3Cp59+ijvvvFPs0oiI7Fprays2b94s6FOEuyF0pG0uRt4ZL18njIz3FfQlJiaisLBQpIpIl0WvCdVxG2AACAsL4zbAJGDoySufxhLZBt2RUIX5dX06T2GB8H1cm4ao795//3289957eOWVV1BeXg6FQoEFCxbgr3/9q9ilERHZtZ9//hkVFRXatkQKjP+DbS9G3pnoyb7ITRMuUr5582YsWbJE5MoIsPCRUNwGmLpjaKHi/ixeTESWY/DgwYIbp8qK5ggAIHAAACAASURBVD6dp0AnvBo6dGi/6iKyZ56enli5ciXS0tJQXFyMc+fOYcWKFYI13IiIyLwqKiqwe/duQd+Icd42vxh5ZxycpBh7a4Cg7+zZs0hNTRWpIurIokdCcRtg6k5xcbFeX1tbG38HiGyEv78/SktL+/z+hvpW1FS3aNtSqZT/RtgYjmwjIiJ79/3336Ol5cb9jrObDDFT7WMx8s6EjfRE9mlXlF27sSj5v//9byQkJOitbUjmZdEhFLcBpu44OTnp9Tk4OPB3gMhGjBw5sl8hVFFhvaAdFhaGkSNH9rcsIiIiIotw5coVHDt2TNB303Q/OLnYd9AikUgQe5sCe7/O0/YVFhbi0KFDmDlzpniFkWVPx+M2wNQdQ3OcpVKL/rUmol4YPHhwv95fXNQgaIeHh/frfERERESW5McffxS05QHOGDpGLlI1lsU3yAVDbxog6Nu+fTtaW1tFqogACw+huA0wdcdQCGWPi+8R2arQ0NB+vb+kWBhC9fd8RETUPZVKhaysLJw6dQoFBQVil0Nks7Kzs3H27FlB35iZ/pBK+XmoXcw0P0hlHdYYraxEUlKSiBWRRU/Ha98GOCwsDJGRkUhNTcWnn36KRx55ROzSyEIYGvXEkVBEtmPgwIGQSCR93nCgpFg4HY8hFBGRaWk0GnzwwQeCD8YLFizgxkJEJvDDDz8I2v4DXRE81F2kaiyTu5cjhsfKkXmyStu3c+dOzJw5E66uriJWZr8sOoTiNsDUHUOLynGhOSLb4ezsjMDAQBQVFfXp/ZWVN3bUk0gkGDRokLFKI7JIDQ0NqKqqMhjc8vefzKGoqEhvZMYvv/zCEIrIyC5evIjMzExB35iZ/pwVYsCoSb64dLYGytbrM6rq6+vx+++/Y/bs2SJXZp8sOoRq3wZ45cqVYpdCFoohFJHtGzhwYJ9DKHT4HO7v7w9nZ/vcqphsW2trK95//318++23qKio6PS4yspKM1ZF9srQv9dlZWVQKpVwcLDojx5EVuWXX34RtAMHuyEg1E2kaiybi7sDRoz3xoWjN/5GJiYm4rbbbuNnRxHwLwFZNYZQRLYvODjYos5DZGn++te/YuPGjZgzZw4mT54MuZwL0pJ4ysrK9Po0Gg3Ky8sRGBgoQkVEtqe0tBSnTp0S9EXF+4pUjXUYMc4bGccroVZdf0JZVlaG06dPIy4uTuTK7A9DKLJqhp6o8SkbkW1hCEXUtR07duCxxx7DJ598InYpRJ2OXC0qKmIIRWQk+/btE0y7lgc4I3AwR0F1xdXDAYOjvXD5XI2275dffmEIJQKu4ExWjSEUke1jCEXUNbVajXHjxoldBhEAID8/v1f9RNQ7KpUKR48eFfRFTvDmWlA9EBnnI2hfunSp70s+UJ8xhCKrxhCKyPYpFAqjnIdP4MlW3XrrrTh+/LjYZRBBrVbj2rVrBl+7cuWKmashsk3p6emoq6vTtp1cpAgf5SViRdZD7u8MRZhwxBj/fpofQyiyalwTisj2OTs7G2WNG2OFWUSW5v3330daWhr+8Y9/oKSkROxyyI6VlJSgsbHR4Gu5ublmrobINiUnJwvag0Z4QubAj/U9FRYlDOxOnDghUiX2i7+tZNWkUv1fYUN9RGTd+hsgubi4wNPT00jVEFmWmJgYXLx4EatXr8bIkSOhUCgQFBQk+B+no5I5XL58udPXSkpKBKM3iKj3lEolTp8+LejTDVWoa4MiPdBx5mJ+fj6nC5sZ5y2RVePcZyL7EBAQgKysrH69n/9ekK269957+ftNFiE7O7vL1y9duoSxY8eaqRoi25OXlycYbejsJoMinAuS94aLmwMCB7ujKKdB25eeno6BAweKWJV9YQhFREQWz9e3f9sO+/n5GakSIsuzbt06sUsgAqAfQkndHaBuUGrbWVlZDKGI+iEnJ0fQVoS5QSrlQ4jeChrsJgihLl26hNtvv13EiuwL5y0REZHF62+I1N8Qi4iIulZXV6c3pcV1uHCaUH9GtBLR9bCkI99gF5EqsW6+wa6Ctm64R6bFkVBERGTx+htCcSQU2ZL2rbknT54saHen/XgiU9AdBSUb4AinQDc0oFLbl5OTg9bWVjg5OZm7PCKboBuW6IYp1DM+gS6QSACN5nq7uLgY9fX18PDwELcwO8EQioiILJ6Pj4+o7yeyJHfeeSckEgmKi4vh5OSkbXdGo9FAIpGgsrKy02OI+uvixYuCtqOfC2RuDpC6OUDdeH1KnkqlQm5uLkaMGCFGiURWTaPRoLS0VNDnE8iRUH3h4CSFl58TaspatX2lpaUMocyEIRQREVk8b2/vfr2fIRTZkl27dgGAdjRJe5tITLrThBx9nbX/t6VRKTiOIRRR7zU1NUGtVmvbMkcJHJ24uk5fubg54P+xd+fxUdT3/8Bfs3fuOwTCnQQQiRAQQcEialEpLaBQDyxWqFe1j6/6U+xhab+21pP6rWjVaqlatZ7QgoAKFg9EBIFABIEQEiAJIfed7Dm/P2KWzGyyR7K7szP7ej4ePOQzM5u8I5vZmfe8P+9PE84moXo2fKfQYhKKiIginslkQlxcHNra2nwf3Ivk5OQgR0SknJkzZ3odE4Wby+VCaWmpZJsh1ez+r/XU2XN3SUlJWGMj0gp5ksRk0SsUiTaYLNIEHpNQ4cPUKRERqcJAEklJSUlBjIQosvzwhz/Ep59+2uf+zz77DD/84Q/DGBFFm9raWlitVvdYMOqgi+161m1IkfZ/kjcvJyL/yB/EyZMoFBh5Eq+/DzopcHznEhGRKvQ3CRUXFwej0RjkaIgix/bt2z36hPRUW1vrd/Nyov6oqKiQjPVJRnefMn2iNAlVVVUFh8MBIgpMz6l4ALz2AlSSXq/HsGHDMH78eAwbNgx1FVbfL1KC7H+f0+lUJo4oxOl4pDmRekImooFJTEz0fVAvWAVF0a6iogJxcXFKh0EaVltbKxnr488m/nVGHQSLHmJn1w2ey+VCQ0MDMjIywhojkdrJr4M62yIvmXui0Illy5Zh7ty5MBgMcDgc+Pi/H6Kw8GOMmBRZ0wc726RJJ14vhg+TUKQ5Yvdam0SkKQkJCf16XX+TV0SRbOPGjdi0aZN7/PLLL+OTTz7xOK6xsRGffvoppkyZEsboKNo0NjZKxroY6c2mzqKHs/PsDV9TUxOTUEQBkidJrO1OuFwidLrIeABfV2HFpNFX4Io5P3BvMxgMXeOPgGOVHyJtiFnBCKU6W6VJPCahwodJKNIcVkIRaVN/k0n9TV4RRbJvv/0W7733HoCuz73du3djz549kmMEQUBsbCymT5+ORx99VIkwKUq0tLRIxjqTLAll1sPp5Xgi8s1gMCA+Ph6tra0AAFEErG1OxCRExi19c3kMLrvzil73XXbpFdj77GdIG+Lqdb8SOtqYhFJKZLxjiYiIfOhvMolJKNKi++67D/fddx8AICUlBc8++ywWL16scFQUrTx61cgqMwRZF1r58UTkn7S0NHcSCgDqqjoxNCFewYiA1x8+DAAYP348DIbe0wsGgwGNlV3HLvnNuHCG16uOVgfam88moXQ6HVJSUhSMKLowCUWaw+l4RNoUH9+/i6z+vo5ILRoaGpQOgaJcoNdeTEIR9c+YMWNw4sQJ97j6ZDuG5kXGdU5LSwscDkeviSiHwxFRFZDVp9ol45EjR8JkMvVxNAWbzyTUqVOnAADDhg2TjH3pPp4o3Dgdj0ib+ttYmQ2ZiYhCy2KxSMYuhzTJ5LJLxzExMSGPiUiLxo0bhy1btrjH1SfavRwdXpWVldi0aRN+9KMfeezbtGkTKisrFYiqd/L/b+PGKV+dFU18JqHOO+88CIKAqqoqmEwm99iX+vr6oARIREQE9D+ZxEooigbbtm3D6tWrUVhYiKampl4rU3htRqEi79knWp2ysTQJxWnSRP0jT5bUV3Wis90BS6zyE5ycTifWrl0LAJLV8TZt2oS1a9fC6XT6+ArhIYoiTpcyCaUkn+/WZ555BoIgwGg0SsZEkYrT8Yi0qb9JKD5xJ63bvHkzbrzxRuTl5WHhwoVYs2YNFi9eDFEUsXHjRuTm5mLu3LlKh0kalpycLBk728/2WhFFUTLu7Xgi8k9SUhKGDh2K8vJyAF3NycsONmPc1FSFI+tSV1eHNWvW4IMPPkBCQgJaWlpQWVkZMQkoAKir7ERLvc091uv1GDt2rIIRRR+fSaglS5Z4HRNFGiZJibSpv8mk2NjYIEdCFFlWrVqF/Px8bN26FU1NTVizZg2WLFmCWbNmoaysDJdffjlycnKUDpM0LCsrSzJ2ttjdf3d1OAHn2QeEsbGx/V7tlIiAiy66CG+//bZ7XFLYhLHnp0TMPZDT6fS7hY8SSgobJeOCggK2bggzne9D+uZ0OlFfXw+Hw+H7YCIiogGQ9xzxFyuhSOsOHjyIxYsXw2AwQK/XA4D7qfPIkSOxbNkyPPXUU0qGSBo3ZMgQydjZYofo6ko8OZtskn2DBw+OmJtlIjW6+OKLJb9DjdVWNFRZFYxIPRw2F8oOSRukz5o1S6Foole/klB79+7FggULMGTIEOTm5uKLL74A0FV+9+Mf/xiffvppUIMkCgSn4xFpk07Xv+cm/U1eEamF2Wx2J1vj4uIgCAJqamrc+7Ozs1FaWqpUeBQFEhISkJraYzqQ62zyydEgTUKNGDEinKERaU5KSgomTpwo2XZ4N3v++aPkQBMctrM96pKSknDeeecpGFF0CviKfteuXZg7dy5KS0tx3XXXSW7409LS0Nrain/+859BDZIoEHy6RkQ9MQlFWjdq1CgcOXIEAGA0GjF27Fhs2LDBvX/Tpk0e06WIgm306NGSsb2+qzLD3mD1ehwRBe6SSy6RjMu+aZb0OSJPTocLh3bUSbZ973vfc1cQU/gEnIT6wx/+gJycHHz11VdYuXKlx/6LL74YX3/9dVCCIyIiGiiz2ax0CEQhdfnll2PdunWw27v68Nxxxx3YuHEjJk+ejMmTJ+Ojjz7CsmXLFI6StE6eXHLUWyGKIhz10iQU+5MRDdzkyZMl02BFEfjmizovr6CS/U1obznbRshoNOKKK65QMKLoFXASau/evbjxxhthsVh6rTjJzs7GmTNnghIcUX9wOh4R9cQkFGndihUrsHPnThgMXevNLF26FC+++CLOOeccTJgwAX/961/xi1/8QuEoSevGjBkjGdvrrHC2OiD2mPoSExOD7OzscIdGpDk6nQ4LFiyQbCstakJLA6uheuN0ijgoq4K69NJLuVKnQnyujien0+m89uU4c+YMm8ASEVFEMBgM/e4lRaQWRqNR2o8HwKJFi7Bo0SKFIqJoNGrUKOj1endTfFebA7bKdskxubm5PCcTBcn06dOxdu1aVFVVAeiqhircVoOLr2aiV+7o1w1ob5ZWQc2bN0/BiKJbwJ8CkyZNwgcffNDrPpvNhnfeeQcXXHDBgAMjIiIaKJPJpHQIRERRwWw2Y9iwYZJtnSXNknFubm44QyLStN6qoU5+24Lqk+19vCI6dbY5UPR5rWTb7NmzkZKSolBEFHAl1L333otFixbhrrvuwuLFiwEAVVVV2Lp1K5588kmUlpbi2WefDXqgREREgeqenkSkdUVFRXjttddQVlaGxsZGj6npgiDgww8/VCg6iha5ubkoKytzj10dTsl+9oMiCq6LLroIH3zwgeT3bs+WM7hy2Ugu1vSdA5/Vwm49Oy04NjbWI3lH4RXw1fns2bPxwgsv4P7778cbb7wBoKsBpiiKSEpKwksvvYSpU6cGPVAiIqJAMQlF0eDll1/GvffeC51Oh+zsbCQmJiodEkWpUaNGDWg/EQVGp9PhxhtvxB//+Ef3tvoqK47vb0LOJPY7ajjTiWP7GiXbFixYwM9JhfXr6nzRokWYO3cutm3bhpKSErhcLowaNQqXXXYZ4uPjgx0jERFRvxiNRqVDIAq5xx9/HJMmTcIbb7yBrKwspcOhKDZ8+PA+9yUlJSEpKSmM0RBFh3HjxmHatGn46quv3Nv2bavB0LEJMMfoFYxMWaIoYvcHZ9CzMDgrKwtz5sxRLigC0M8kFNBVxvaDH/wgmLEQEREFlV4fvRdfFD2am5tx3333MQFFisvOzoYgCL2uVCzvF0VEwXPddddh7969sNvtAABruxP7P6nBBVdF7+fC8QNNqCnvkGy74YYbWCUfAbg8BRERaRZXYaJoMH36dJSUlCgdBhFMJpPHSo3dBg0aFOZoiKJHRkYG5s+fL9lWvLcRtRUdfbxC26wdTuz7b41kW0FBASZPnqxQRNSTzzRgSkpKwE3NBEFAXV1dv4MiIiIKBlZCUTR47LHHsHDhQpx77rm49tpr+b4nRWVmZvZ6H5CZmalANETR4wc/+AG2b9+Oqqoq97bdH1ThiptHQqeLriblhdtqYG0/uzCCyWTCT37yEwUjop58JqFWrFjBzvpERKRKrISiaJCTk4P77rsPv/jFL3D33XcjMzPTIxElCAIKCwsVipCiSXJy782QuRw6UWgZjUbcdNNNeOyxx9zb6qusOLa3EWPOj57fv7rKDo9m5PPnz2ciPIL4TEL96le/CkccREREQceHKBQNnn32Wfz2t79FfHw8xo0bx1V/SFF9NR9nU3Ki0MvPz/doUr7/0xoMPycBljjt90JyuUTs2nxGsi0rKwtz585VKCLqjfbfiUREREQatnr1asyYMQNvvvkm4uLilA6Holxf70G+N4nCY8mSJdi/fz86OzsBALZOF/b9twYX/nCwwpGF3rF9jaiv6pRs++lPf8rVkiNMwPMUnnrqKVxxxRV97r/qqquwevXqAQVFREQUDKyEomjQ1taGq6++mjf5FBFiYmJ63W6xWMIcCVF0Sk1NxdVXXy3Z1rVSXLtCEYVHZ7sD+z+RNiOfNm0aJkyYoFBE1JeAk1DvvPMOpk6d2uf+qVOn4s033xxQUERERMHQ2zLhRFpz8cUX48CBA0qHQQQAMJvNAW0nouCbM2cOhg4dKtm2Z0u1pq+Lvvm8DrZOl3tsNptxww03KBgR9SXgJFRZWRny8vL63J+Tk4MTJ04MKCgiIqJg0PLFFlG3VatWYdeuXVi1ahWqq6uVDoeiXF+rMxoM7AJCFC4GgwFLly6VbKur7MSJQy0KRRRazXVWHN3bINm2cOFCpKWlKRQReRNwEspsNuP06dN97q+srORqREREFBFcLpfvg4hUrqCgAMeOHcPDDz+McePGYdCgQRg8eLDkz5AhQ5QOk6JEX0movrYTUWiMHz8eU6ZMkWwr3FYNp0N710b7Pq6B2OPHysjI8NpCiJQV8COJCy64AP/85z9x2223eSy12tDQgNdffx3Tpk0LWoBERET9xUooigYLFy5k/zOKGHwvEkWO6667DoWFhXA6nQCAtiYHjnzdgPHTtVMhVH2yHeXFrZJt1157LZuRR7CAk1C//OUvcdVVV2HGjBm44447MH78eAiCgIMHD+L5559HbW0tXn755RCESuQfXvwQUTdWQlE0eO6555QOgcgnXp8Rhd/gwYNx+eWX48MPP3Rv+3ZnPcZMSYHBqI3ZS0XbayXjvLw8FsVEuIDfeQUFBXjrrbdgMpmwcuVKLF68GIsWLcLKlSthMpnw1ltv4fzzzw9FrER+YeUDEXXrfvJHRMFTVVWF22+/HTk5ORg0aBCmTZuG7du3Kx0WERH1YsGCBZKFATrbnCgpbFQwouCprehAVal01b9rr72WSe8I168OgbNmzcK+ffuwf/9+lJaWQhRFjB49GhMnTgz6P3hVVRV+//vfY8uWLWhtbcXIkSOxatUqzJw5M6jfh7SDJx0i6uZwOJQOgSgsmpubsXr1anz00Uc4efIkAGD48OG44oorcNdddyExMTEo36exsRFXXHEFpk+fjrfffhtpaWk4ceIEMjIygvL1Sbv4kJBIGQkJCbj88suxceNG97ZDX9Yjd3IK9Hp13zd980WdZDxu3DiMGzdOoWjIX/1epkIQBEyaNAmTJk0KZjwSvNAhIqKBYCUURYOqqipceeWVOHHiBPLy8jBjxgyIooji4mI88cQTeOedd7B582ZkZWUN+Hs9/fTTyMrKwgsvvODeNnLkyAF/XSIiCp2rrroKH330Eex2OwCgvcWBsm+akDMxWeHI+q+pxooKWS+oBQsWKBQNBSLgJNQXX3zh13EzZswIOBg5XuhQf/BJGxF1YyUURYPf//73OHPmDF5//XXMnTtXsm/z5s1YtmwZHnroIfz1r38d8PfauHEjLrvsMtx88834/PPPkZWVhaVLl+KWW25hJTIRUYRKTk7G7Nmz8dFHH7m3HStUdxLqmGxKYU5ODs4991yFoqFABJyEmjdvnl8XGfX19f0KqCde6FB/8L1BRN2YhKJo8PHHH+PWW2/1SEABXU+/b7nlFrzxxhtB+V5lZWX4+9//jp///Oe4++67UVRUhAceeAAAcOutt/b5uuLi4qB8f4p8VVVVvW4vKSmBxWIJczRE1G3s2LGSJFRteQeaaq1ISjd7eVVkcjpFlH7TLNk2ceJEHDt2TKGIqKe8vDyv+wNOQm3YsMFjm9PpxIkTJ/CPf/wDgiDgd7/7XaBftlf9vdAhIiIC4C47J9KylpYWDB06tM/9Q4cORWtra5/7A+FyuVBQUOC+1ps4cSKOHz+Ol156yeu1ma8LUtKOmpqaXrfn5uYiJiYmzNEQUU9btmzB4cOH3ePjB5pQcGmmghH1T0VxK6ztZ1suxMbGYt68eTCZTApGRf4KOAnlrSH4kiVLMGfOHOzYsQOzZs0aUGBA/y90+LQturW2tvI9QEQAupJQR48eZYWkhjG50TUFYf369Vi+fDl0OunCxy6XCxs2bEBOTk5QvtegQYMwduxYybYxY8agvLw8KF+f1K+v8y3Pw0TKmzVrlkcSatLsDNX9fpYWNUnGM2bMYAJKRfrdmLw3er0eixYtwurVq/GrX/1qwF+vvxc6vCCNbvHx8XwPEJHbyJEjeWFCmnbbbbfhf/7nf7Bw4UL8/Oc/d38GHj16FM8//zy++OIL/OUvfwnK95o+fbrHdIdjx45h2LBhQfn6pH5MQhFFrqlTp+KVV15BZ2cnAKCzzYmGM1akZqlnqqzTKaKqtE2y7eKLL1YoGuqPoCahAKCzszMo/aAAXuhQ/7AxORH1ZLPZmIQiTVu6dCnq6urw2GOP4fPPP3dvF0URZrMZK1euxE9+8pOgfK+f//znmDNnDp588klcffXVOHDgAP72t7/ht7/9bVC+PqmfvBrP13YiCh+LxYLx48dj79697m1VpW2qSkLVlnfAYT97v5ecnIxRo0YpGBEFKmhJqObmZnz++edYvXo1CgoKgvI1eaFDREQDZbPZlA6BKOTuuece3HTTTfjkk09w8uRJAMDw4cNxySWXIDU1NWjfZ/LkyXj99dfx0EMP4YknnsDQoUPx61//Gj/72c+C9j1I3ZiEIops+fn5kiTU6dI2jL8wTcGIAnNaVgU1YcIEVlqqTMBJqJSUlD7/kUVRxPDhw/Hkk08OODCAFzpERDRwTEKRlnV2duIvf/kLpk6diksvvRRXX311yL/nFVdcgSuuuCLk34fUidPxiCLbhAkTJOOaUx1wOkXo9er4HT1T1i4Zy38einwBJ6FWrFjh8SEiCAKSk5MxevRoXHrppdDr9UELkBc6REQEdDVY7g+r1RrkSIgih8ViwVNPPYXHH39c6VCIALASiijSZWVlITk5GY2NjQAAp0NEa70NSRlmhSPzTRRFNNZIr+vOOecchaKh/go4CRWMhuNERESBstvt/Xodk1Ckdfn5+Th+/LjSYRARkQoIgoChQ4e6k1AA0FynjiRUR6sDDtvZh5IWiyWoU84pPPhIgjSHjcmJtKm/ySQmoUjrVq5ciVdffRUffvih0qEQcdodkQoMHjxYMm6qU0frgmZZnEOGDOE5R4X8qoR67LHHAv7CDzzwQMCvIQpUb9NzmIQi0qb+JpO6lyEm0qqnn34aycnJuP766zFkyBCMHDkSMTExkmMEQcDbb7+tUIQUTfqaOi2KIm8WiSKEPAnVUq+OB3byJJT85yB18CsJ9eijj/r1xXp+sDAJReHQ3t7usa2jo0OBSIgo1PqbTGIlFGnd4cOH3dMrALhXx+uJN/8ULn0loVwuV1D7xhJR/6WlSVfDs3b0r+9muFk7nJIxp+Kpk19JqCNHjvg85uuvv8Zjjz2GAwcOID09fcCBEfmjpaXFr21EpH6cjkfUu6KiIqVDIHJzOBx9bmcSiigymM3S/k8OuzqSUPI4LRaLQpHQQPiVhMrMzOxz3969e/Hoo49i69atSElJwcqVK3HrrbcGLUAib3o21PO2jYjUr79VjpyOR0QUPjZb771lbDabx40vESlDnrzp2ew7ksnjZBJKnQJeHa+bPPn029/+Frfeeivi4uKCGR+RV70lnNrb22G1WnmhQ6Qx/a1o4hRdihYtLS0oLy9HQ0NDr/0RZ8yYoUBUFG36Svx3dHQgISEhzNEQUW88KqFUk4SSfrbxfk+dAk5CMflEkaSurq7X7fX19WxUR6Qx7AlF1LvGxkasWLEC69atg9Pp9Njf3RC6vr5egego2rS2tva6va2tLcyREFFf5J8VOp06+gbqdNJxb595FPn8TkJ1J5+2bNmC1NRUJp8oIlRXV/e5nUkoIm3pbxKK0/FI6+6++268//77uOWWWzBjxgwkJycrHRJFsb56c7JnJ1HkkF8bGUy6Po6MLPI4eY2nTn4loX784x9j69atSE1Nxe9+9zvceuutiI2NDXVsRD7V1NQEtJ2I1ItJKKLebd26FbfddhsefvhhpUMh6rM3J3t2EkUOeZU4k1AUTn4lobZs2QJBEGCxWPCvf/0L//rXv7weLwgCdu7cGZQAibw5c+ZMr9urqqrCHAkRhRqTUES9M5lMyMnJUToMIgBAQ0NDQNuJKPzk/TINRnVMxzPKklDs+6lOfiWhbfpOjQAAIABJREFULrroIgiCOt6YFD2sVmufPaGYhCLSHiahiHo3f/58bNmyBcuWLVM6FCLU1tYGtJ2Iwk9+DxUT3+/1ysLKIouTvQ7Vya9328aNG0MdB1HAvCWaTp8+HcZIiCgcmIQi6iKfcv6LX/wCy5cvx+23347ly5dj2LBh0Ov1Hq/LyMgIV4gUpWw2W5/T7vrq40lE4SdPCsclGxWKJDBxSdI4mdxWp5CnPBsbG/GTn/wEf/zjHzFx4sRQfzuKIt4STbW1tbDZbDCZTGGMiIhCiavjEXUZM2aMR4W6KIooLCzE22+/3efr+MSYQs1boolJKKLI4ZGESlJHEiqeSShNCHkSymazYfv27WxGSEHnq9qpqqoKw4cPD1M0RBRqrIQi6rJixQq2SaCI5K1Kvba2Fna7HUajOm52ibRM3lc3LlEdv5cxCQYIAiCKXePm5ma0t7dz0TSVUcfkT6Je+EpCnT59mkkoIg3pb0UTk1CkNb/61a+UDoGoV96SUKIoorq6GtnZ2WGMiIjk7Ha7x+9qYpo6Zo/odAISUk1orrO5t1VUVCAvL0/BqChQ6liLkagX8rJuZ2am1/1EpG4DmY7ncrmCHA2R8k6fPu3XAxku1kHh0teqxd34XiRSXmVlpeS6KDbRAJPFs49gpErOMEvGp06dUigS6i8moUi15HOAHSNGeN1PROo2kN5ONpvN90FEKlJYWIgJEybg3Xff9Xrcu+++iwkTJuDQoUNhioyima8kk68kFRGFnjxpk5xp7uPIyCSPl0ko9WESilTJarWipaXFPRYFAU5Zebd86VEiUreBTKvjlDzSmpdeegmjR4/GXXfd5fW4O++8E6NHj8bf/va3MEVG0Uy+cmOg+4ko9E6ePCkZqz0JdeLECYUiof5iEopUqaGhQTIWExLgSk6WbOMqQETaMpBKKK6QR1rz+eefY/78+T4blOt0OsyfPx+ffPJJeAKjqOVyuXxee7FKnUh5JSUlknFalkWhSPonVRZvWVkZnE6nQtFQf4QlCcUVXCjY2tvbJWMxJgZiTIzXY4hIvURRZBKKqIfTp09j5MiRfh07YsQIn72jiAaqqanJZ/89PiAkUpbT6URZWZlkW9qQmN4PjlCxiQZY4s72sLLZbCgvL1cwIgpUWJJQYvcaikRB4pGEslggms1ejyEi9bLb7QP6LGFPKNKamJgYybR0b1paWmCxqOtJN6mPP+/H1tbWMERCRH2prKyUPJizxOkRm2hQMKLACYKAtMHSz7Tjx48rFA31x4CSUOXl5SgsLPT6gZKZmYmGhgbMmjVrIN+KSKKjo0MyFk0mQJaE4opYRNox0CQSK6FIa8aNG4dt27b5dewnn3yCcePGhTgiinb+JJj8TZwSUWgcO3ZMMk4dbFHlrCV59Zb856LI1q8k1Pvvv4/JkyfjvPPOw6WXXoo9e/YA6GoEfdFFF2HDhg1BDZLIJ0Ho+uOxWX0nVSLyJE9CJSSY8OBDMz2Oe/ChmXjwoZnIzUvx+noitbv66quxdetW/Oc///F63H/+8x9s2bIF11xzTZgio2jlT7LfZrNxhgSRgoqLiyXjjGx1TcXrlp7NJJSaBZyE+vDDD7F06VKkp6fjgQcekHyQpKWlYejQoXjjjTeCGiSRnEdySRS7/vg6johUSZ5EMhi9f3wZTdL9TEKR1tx8882YNGkSli1bhrvvvhtffvklmpubIYoimpubsXPnTtx9991Yvnw5CgoKcPPNNysdMmmc3W736ziHwxHiSIioL/IkVPpQtSahpNPxKioq0NbWplA0FKiAJ4A+/vjjmDZtGjZv3oz6+no8+uijkv1Tp07FK6+8ErQAiXqj08luQF2urj89MAFFpB0eSSiD9ySUfD+TUKQ1JpMJ7777Lm6//Xa88sorePXVVz2OEUURc+bMwXPPPQej0ahAlESeWAlFpIzW1lbJIhWCoL6m5N2MZj2SM81orD5bgVlSUoLzzjtPwajIXwEnoQ4dOoSHHnqoz/2DBg3i8qsUcjGylfAEqxWCrAxcfgwRqZc8iWT0UQllMOolYyahSItSU1Px9ttvY8+ePdi8eTOOHDmClpYWJCQkYOzYsbjqqqswZcoUpcOkKGEw+Hdb4e9xRBRc8ilryRlmj8pxNUnPjpEkoYqLi5mEUomAPwVMJpPXOd+nTp1CYmLigIIi8iU+Pl4yFjo6IMialcuPISL1kk/z8FUJZZTt93eaCJEaTZkyJaBkU2dnJ9atW4fLLrsMmZmZIYyMook/1XZ6vd6zmp2IwkIrU/G6pWdbcGzf2bH856PIFfCnwPTp07Fu3bpe9zU3N+P111/HxRdfPODAiLzxJwkVFxcXzpCIKIQCTULJ97MHCdFZzc3NuPPOO/Htt98qHQppSGxsrM9jeG1GpBytJaEyZPGXlJRwZXSVCDgJ9ctf/hIHDx7EggULsHnzZgDAgQMHsGbNGsyaNQvNzc1YsWJF0AMl6ikhIUHS80nX3g6hqUlyTHJycrjDIqIQ8UhC+ZiOpzdIe8KxEopIin15KNj8qUD3J1FFRMHncrlw/PhxyTa1rozXLSHVBFPM2evBjo4OVFRUKBgR+SvgJFRBQQHeffddVFRU4K677gIArFy5Ev/v//0/6PV6vPvuuxg7dmzQAyXqyWAweEz71PdotAcAKSnSJdqJSL3klUx6vfeFB+SVUExCERGFVkJCgs9j2LKDSBkVFRXo7Ox0j82xesSnqHvBCkEQkC5rrC7ve0WRqV+dAWfOnIndu3ejqKjIXfY2atQoTJo0iSuSUdikpqaiqUf1k76y0mM/EWmDZxLKRyWULEnldDqDHhMREZ0VExMDo9HoNemflJQUxoiIqFtJSYlknDbEoon79vTsGFSWtLnHx48fx+zZsxWMiPwRUBKqo6MD9913H+bMmYP58+cjPz8f+fn5oYqNyKuUlBSUlpa6xwZZEoqVUETaEWgllDxJxZ5QREShJQgCEhMTUVdX1+cxrIQiUoY8CSWvIFKrtCEWyVj+c1JkCmg6XkxMDP79739Lqk+IlOIrycQkFJF2yCuZfFVC6WRJKiahiIhCz1eSiUkoImX0VgmlBWmyZNqpU6ck0w4pMgXcE2ry5MkoKioKRSxEAfE13Y7T8Yi0Q56E0ul8VUIxCUVEFG6++kIxCUUUfjabDeXl5ZJt8uSNWplj9Ejo0dtKFEWcOnVKwYjIHwEnoR599FFs2LABL774Imw2WyhiIvKLr74CvNAh0g6PJJSP6XjyJBWX7CUiCj1fq9/FxGjjxpdITU6dOiW5DopPNsIco1cwouBKHSyt6iorK1MmEPJbwI3Jly1bBlEU8cADD+A3v/kNsrKyPD5QBEHAzp07gxYkUW+8PW3T6/VcBphIQzym4/mohJInodiYnOisxMREPPvsszjnnHOUDoU0xmLxPsXH134iCj55UiYlS1u/hylZFpw41OIeMwkV+QJOQqWnpyMjIwN5eXmhiIfIb/Hx8V73aWHFByLqIq9kEpiEoij2xRdf9Ot1M2bMANCVCLjhhhuCGRIRgK6HgAPZT0TBJ0/KpGaZlQkkRFJlSbWeC1dRZAo4CbVx48ZQxEEUMG8l3XzSRqQt8iSUr55Q8v2iKAY9JiKlzJs3T/KgRRRFvx681NfXhzIsIp9Tn3kuJgo/eY+klEHauk9KGSRNqlVWVsLhcMBgCDjVQWHCfxlSLW8nFpPJFMZIiCjUPCqhfNxvy2/I2ROKtGTDhg2Ssd1ux8qVK9He3o6f/vSnyM3NhSiKOHbsGF555RXExcXhoYceUihaiiZ2u93rfvaTJQovURQ9mpInZ2qrEsoSa4AlTo/Otq6qd4fDgTNnziA7O1vhyKgv/U5C2e12FBcXo6mpqdeL++6Sb6JQMRqN/dpHROojf3ruq+pDvptP30lLZs6cKRmvXLkSer0eX3zxhUcl8M9+9jNcddVV2LZtGy655JIwRknRqKWlZUD7iSi4amtr0dnZ6R4bzTrEJmivDiU504yq0nb3+NSpU0xCRbCA34GiKOLhhx/GCy+8gLa2tj6PY8k3hZpO1/fijt72EZH6sBKKqG9vvfUW7rnnnl6nosfGxuK6667D//3f/+F///d/FYiOoklTU9OA9hNRcHlUQWWYNdk3NzlDmoSS/9wUWQK+U3/66aexatUqLFy4EM899xxEUcTvf/97PPXUUzjnnHOQn5+PdevWhSJWIglvN5W84STSFlZCEfWtpaUFDQ0Nfe6vr69nBQqFnCiKqKqq8nqMr/1EFFynT5+WjJPStdmyJCldOsVQ/nNTZAk4CfXPf/4T8+bNw9NPP43vf//7AICJEyfipptuwn//+184nU5s37496IESyXm7qWQSikhbmEQi6tv06dPx3HPP4auvvvLYt3PnTrzwwguYPn26ApFRNGlsbJRM++kNbwyJwkv+O5eYps0klPznYsI7sgWchDp16hRmz57d9eLvpjx1Nxk0m8249tpr8a9//SuIIRL1zuFw9GsfEalfoNPxiLTs8ccfh8ViwVVXXYXZs2fj1ltvxa233orZs2dj7ty5MJvNeOyxx5QOkzTOn2XRy8vLfTYvJ6LgkSdjEtK01ZS8W29JKBYlRK6Ak1DJyclob++ab5mYmAiTyYSKigr3frPZzH5QFBbeLmJ4gUNEPbGSirQsNzcXO3bswB133IHW1lasX78e69evR2trK+644w7s2LEDeXl5SodJGnf8+HGfxzidTpw8eTIM0RAR4JmESkzVZiWUOVYPk+VsasNqtXqdpk7KCrgx+TnnnIMDBw4A6KqEmjx5Ml566SV8//vfh8vlwssvv8wLHQoLb8v8cglgIuqJlVGkdenp6Xj44Yfx8MMPKx0KRani4mK/j8vJyQlxNERks9k8EjFxydpcQVwQBMSnmFB/+uyU4NraWqSlpSkYFfUl4EqoxYsXo7i42D3ne+XKlSgpKUF+fj4mTpyIkpISrFy5MuiBEsl5q3ZiEopI23wVNrHyiYgofBwOB44dO+bXsUeOHAlxNEQEAHV1dZJxbKIBer12H8rFJ0kTbDU1NQpFQr4EXAm1ZMkSLFmyxD2+8MIL8eWXX2Lz5s3Q6/W47LLLQvZ0Y9WqVfjDH/6AW265BU888URIvgeph7ckFHtCEWkLK5mIvCsuLsZrr72GsrIyNDQ09Lqi5Pr16xWKjrTuxIkTsFqtfh175MgRiKLI8zpRiMmTMHFJ2qyC6iav8mISKnIFnISSczgcsFqtmDZtGsaMGYP4+PhgxOVh9+7deOWVV3DuueeG5OuT+rAnFFH0kN+s+Kp0ku/mzQ5p2XvvvYfbbrsNer0eeXl5SE5O9jiG1YEUSocPH/a6XzAIEB1d78Hm5macPn0aQ4YMCUdoRFGrtrZWMo7X6FS8bvIkm/znp8jhdxJq7dq1ePfdd2E0GnH99dfjyiuvxIYNG7BixQqcOXMGAGAymXDXXXfhwQcfDGqQTU1NuOWWW7B69Wo8/vjjQf3apF7eqp1cLhdcLpd7BUciUreBJpGYhCIt+9Of/oTx48fjvffeQ0ZGhtLhUBQ6evSo1/2GVDPs1Wd7tRw5coRJKKIQk/eDik3QdhIqNkGa2mhsbFQoEvLFrzv09evXY/ny5fj000+xY8cOLFmyBK+++ipuvvlmZGRk4Pbbb8fy5csxdOhQ/PnPf8Yrr7wS1CDvvvtuzJ8/H7NmzQrq1yV187XsJpflJNIOz0oo78f3NhWJSKsqKiqwdOlSJqBIEaIo+uwHZUy3SMYlJSWhDImI4JmEiYkf8CSoiCZPQnF1vMjl1zvxueeeQ35+PjZt2oT4+HisWLEC999/Py677DK8+eab7ot7h8OBOXPmYM2aNbjpppuCEuArr7yC48eP44UXXvD7Nf6uzkHqVllZ6XX/0aNHYTRqO+NPFC3kFxKBTsdrb2/nZ4NGcUVeYMyYMR4NaMOF/Tqpvr4eTU1NZzfoBcApPQkbUs2SMZNQRKHnkYRK0HYSSp5kYyVU5PLrnVhcXIx77rnH3e9p+fLlePHFF7F48WLJ02WDwYBrrrkmaMsDFxcX46GHHsLmzZthMpn8fh0vSKNDdXW11/05OTkwm81ejyEidTh06JBk7KvQ0eWS3gAlJCTws4E0a+XKlbjrrrtwzTXXIDc3N2zfl/06CQDKysokY0OyCY46aZNyQ4r0Or6iogJ2u50PC4lCKNoqoSyyn6+5uRkOhwMGg7Z/bjXy61+krq5OUuLd/ffeyr4zMjLQ2dnpsb0/du3ahbq6Olx44YXubU6nEzt27MCaNWtQWVnJJEMU89XvidNviLRD/vvuuxJKup/94UjLNm/ejIyMDFx00UX43ve+h6FDh0Kv10uOEQQBTz75ZNC+J/t1Urfy8nLJ2JDkmYTSmfTQxerhancC6GqZUFlZiREjRoQtTqJo09raKhlbYvV9HKkNOp0AU4wOto6zTyrb2tqQlJSkYFTUG7/Tgkrc0P/gBz9AQUGBZNudd96JnJwc3HvvvQFVR5H2+Lqp5E0nkXZ4JKFc3pNQ8kopng9Iy9asWeP++8cff9zrMcFOQvXs18kkVHQ7deqUZKzvYxl4faIJrvYOyeuYhCIKnZaWFsnYFKPtJBQAmGP0kiRUa2srk1ARyO8kVFlZGfbs2QOgq7QN6Jou1z1Fr1tpaWnQgktOTvZYZjg2NhYpKSkYP3580L4PqROTUETRQ/77LJ9uJyffz/MBaVm4m6+yXyf1JL/2NyT2/pDYkGiEvepsEuqbb77BoEGDQhobUbRyOp2S2UmCAJgsobkWWvKbcZLx6w8f9ro/lEwWPQC7e3z48GG0t7eH7ftTF18tMPxOQj3yyCN45JFHJNtWrFjhcZwoipwGRWEhn2rQkyAIvOkk0hD577uvJBSn4xGFBvt1Uk9OpxP19fWSbfo+loGXb29vb+f7gihEJIsFoCs5Ew336GZZtVdycjLPMxHIryTUs88+G+o4/LZx40alQ6AI4S0J5W0fEamPRyWU9xyUR5KK5wSi4GC/TuqpvLwcdvvZqgPBrIPO3Pv51pAkTVoGc/YEEUlZrbLFAUzR8TBO/nPK/z9QZPArCXXDDTeEOg6igHmrbGDVA5G2BFoJxSQURZtt27Zh9erVKCwsRFNTU6/N++UVK/3Bfp3U07FjxyRjY2rfCUh9kgnQAfiuXUtDQwPq6+uRmpoawgiJopN8obBoSUIZmYRSBa5XSKrlraSUSSgibWFPKKK+bd68GTfeeCPy8vKwcOFCrFmzBosXL4Yoiti4cSNyc3Mxd+7coHwv9uuknnbv3i0ZG1L6TkIJOgGGZDMc9WdvCnft2oUrr7wyZPERRSuPSiij9qfiAYDByCSUGvCqnIiIIp5HJZTT1ceR3ftZCUXRY9WqVcjPz8f27dvx61//GgCwZMkSvPjii9ixYwcqKyuRk5OjcJSkNTU1NTh48KBkmyk71utrTEOk+z/77DO45MuZEtGA2Ww2yVienNEqvSzZxiRUZIqOdyNpUm9TDbrxgoZIWzwrobwfz+l4FE0OHjyIxYsXw2AwuN/rTqcTADBy5EgsW7YMTz31VMi+/8aNG/HEE0+E7OtT5HG5XPj73/8uuRYzJJv6XBmvm3l4nGR88uRJfPTRRyGJkSiaye+FhCi565fPlPF2v0jKiZK3I2mRPMPfk91u50mHSEM8e0J5z0I5nZyOR9HDbDYjJiYGABAXFwdBEFBTU+Pen52dzSbQFFTvv/8+vvnmG8k2y+gEn6/Txxg8qqHeeustlJSUBDU+omjnkYSKgpXxAM9kGwsTIhOvykm15A33ehJF0WuSiojURZ6EkieZ5OSVUAYDWyCSdo0aNQpHjhwBABiNRowdOxYbNmxw79+0aROysrKUCo80xOl04tVXX8Xbb78t2W7MsMA8Mt6vrxE3MRVCjykzdrsdDz/8MHbt2hXUWImimWcSSqFAwkyebGMSKjIxCUWq5S0JBQAdHR1hioSIQs2zJ5T3JJQ8ScXpeKRll19+OdatWwe73Q4AuOOOO7Bx40ZMnjwZkydPxkcffYRly5YpHCWpXV1dHZ544gmP6XOCQUD8+el+V1roYw2Im5Qm2Waz2fD000/jnXfe4UNEIiKN46NhUq2mpiaf++Ur+BCROskrmZw+V8eTPvliEoq0bMWKFbjjjjvcvydLly5FbGws1q1bB71ej/vvvx/XX3+9wlGSWjU1NWHDhg3YunUrHA6HdKdeQMK0DOhjA7ulMA+Lg7PJho6jzZLt//nPf/DZZ59hwYIFmDVrFqtYifpJ/rvj6+GdVsh/TqPRqFAk5A3P7KRaDQ0NPvePGDEiTNEQUSgFWgkl388bGdIyo9GI1NRUybZFixZh0aJFCkVEWtDS0oIPPvgAH3zwQa8rTOli9Ei8KBOGZHPAX1sQBMTlp0Ifb0Trvjqgxym7oaEB//jHP7Bx40ZcffXVmD59Os/hRAGSJ1+cjuhIQjllqyfz3BGZ+K9CqlVfXy8Zi2YzhB4XSfL9RKReHpVQzsAak7MSiojIN5vNhsLCQmzfvh379+93r7IoZ0g1I/HCDOgsA7uVsIxKgD7eiOavqiFapef16upqPP/883jttdcwbdo0zJw5E7m5uVHTYJloIDySUNFSCeVgJZQaMAlFqlVVVSUZO0aOhPG7xqy97Sci9fJcHc9HTygXk1CkXXfeeWfArxEEAc8880wIoiG1c7lcOHr0KL744gt89dVXaG9v7/NYXYweseOTYR4eD0EXnGSQMcOClO9no+NoEzqOtQCy83drays+/vhjfPzxxxg0aBBmzJiBGTNmYNCgQUH5/kRaZDZLKxQdtuho0G2X/Zwmk0mhSMgbJqFIlWw2G+rq6txjEYAjN1eShDp9+rQCkRFRKHhWQvmajsdybNKuzz77LOBqEFaPUE8tLS04ePAgioqKcODAAZ8tDgSzDrFjk2EZHQ9BH/x1jXRmPeLyU2HJTUTHt03oLGuRTNHrdubMGaxduxZr167FiBEjkJ+fj/z8fIwZM4YVD0Q9xMXFScbWjt6rGrXGJvs54+P9W7WTwotX5aRKVVVVEMWzVydiUhKcmZmSYyorK8MdFhGFiLySyVcSitPxSMuKioqUDoFUxuFw4NixYygqKkJRURFKS0sl11F90ccbYB6ZgJicBAiG0C+qrY8xIH5yGmLGJKKjuBnW8jaIfVRwnDhxAidOnMD7778Ps9mMcePGIT8/H+eddx4GDx7MxCtFtYSEBMnY1uGEKIqa/72wdkjPF0xCRSYmoUiVTp06JRk709PhSk2FKAgQvruoqq2tRUdHB2JiYpQIkYiCKNCeUPLpeqyEomjicDhQUlKCtrY2jBkzhhfhUchut6OsrAzFxcU4fPgwDh06hM7OTr9eK5h1MA+Ng3lEPAzJJkVuWvXxRsQXpCFuYipsp9thPdkGW1U70Mep32q1Yv/+/di/fz8AIC0tDeeeey7Gjh2LvLw8JqUo6hgMBlgsFvfvvSgCdqsLJou2H8rJK77kyTiKDLwqJ1UqLy+XjF0ZGYDRCFdKCvQ9GpJXVFQgNzc33OERUZAF3BNKlqRiJRRp0dq1a/Huu+/CaDTi+uuvx5VXXokNGzZgxYoVOHPmDICufhh33XUXHnzwQYWjpVBqamrC0aNHUVxcjOLiYpSWlsLhcPj/BfQCTINjYBkeD+OgmKD1exooQSfAnB0Hc3YcXDYnbOXt6DzZCked52p9PdXV1eGzzz7DZ599BqCrGiI3Nxd5eXnIy8vD6NGjYbFYwvEjECkmMTFRknxub3FoOgkliiI6WuySbYmJiQpFQ94wCUWqJE9COTMyAHQlo3omocrLy5mEItIAjySUr+l4DlZCkbatX78ey5cvR2xsLGJjY/H+++/jqaeewr333ovx48dj4cKFsNvt2LZtG/785z9j2LBhuOmmm5QOm4LA4XCgvLwcx44dcyedqqurA/46+iQTTIMsMA6KgTHNAkEfGYmnvuhMelhGJ8AyOgEuqxP26k7YznTAXt0Bl49+N62trSgsLERhYWHX19LpMGLECHdSKicnBxkZGayWIk1JT0+XnBvaGu1IzjB7eYW6WdudcNjPXv9ZLBZWAkcoXpWTKsmbjrvS08/+l83JiTQn0Ol4XB2PtO65555Dfn4+Nm3ahPj4eKxYsQL3338/LrvsMrz55pvum2mHw4E5c+ZgzZo1TEKpkMvlwunTp3H8+HH3n5MnT8Jut/t+sYxg1sE0KAbGQTEwZcZAp+KKCJ1ZD/OwOJiHxUEURThb7LCf6YDtTCfstZ2Ar8UrXC6UlpaitLQUH330EYCuaqlRo0Zh9OjR7j8pKSnh+HGIQiLju4f03VqbAj9vqEmb7OdLT09nYjlCMQlFqmO321FbWyvZ5vruIsGZmirZXlVVFba4iCh0Al0dT56kYiUUaU1xcTHuuece91Pe5cuX48UXX8TixYslF90GgwHXXHMNHn74YaVCJT+JooiamhpJwqmsrMzvXk5yulg9jGkWGFLNMKZboE8yavKGTBAEGBJNMCSaEJOXBNHpgr3OCkedFfa6TjjqrBAdvpuwt7a2uhu3d0tJScHo0aPdyalRo0axxwypRvp3D+m7tTbaFIokPFobpUkoeRKOIgevykl1ampqJCu6uBITAZOp6+9paZJjmYQi0gaP1fF89ISST9djJRRpTV1dneQCu/vvvV10Z2Rk9DuRQaHT2NjoTjaVlJSgtLQUra2t/ftiAmBINsGQZoExzQxDqhn62Oi8zBf0Opgyu6q9gK7knrPZ3pWUqu+Evc4KV6t//bIaGhqwZ88e7Nmzx70tMzNTUi01cuRI9peiiDRo0CDJuKlG20moxhppr7hM2crpFDmi89OJVK2hoUEydiUl9fp3oOsCj4jUL+DpeE72hCLt02JVi1a1t7e7E06lpaUoKSlBfY8eloHSWfQwpJhgSDN3VTulmCDodUGMWDsEQYAhyQRDkgnVU34bAAAgAElEQVSW0V1VTK5OJ+z1VjjqOmGvt8LZaPOrWgoAqqurUV1djZ07d7q/fnZ2NnJyctyJqWHDhvFzhxQ3fPhwybjhjLYfRjSekSah5D8/RQ6eHUl1mpubJWMxLu7swGKBqNNBcHXdoHZ2dsJms8H0XaUUEamTTqeDIAjuKkjR5X2FPE7Ho2hQVlbmrtDo/mwsLi72aMRaWloa9tiimSiKqKysxOHDh1FcXIySkpIB9agUTLquhFOK+bs/JuhjeE4bCJ1FD/OQWJiHxAKAu6+Uo8EGR4O160+jDfD+vMP92vLycpSXl+PTTz8FABiNRgwfPhw5OTkYO3Ysxo4di+Tk5FD+SEQeBg8eDIPB4F4ps7PNic42Byxx2jx/NFQzCaUW2nwHkqZ5JKFiY88OBAFibCyEHuXszc3NHnOiiUhdBEGAXq+XLDnurRpKXgnF6XikRY888ggeeeQRybYVK1Z4HCeKIqumQsjpdOLEiRM4cuQIDh8+jKNHj6KlpaVfX0swCNAnm2DskXDSxRn47xdiPftKYURXEld0iXA22+Cot8H+XWLK2WwH/CiYstvtKCkpQUlJibvxeVZWljshNW7cOK7GRyGn1+uRnZ2NEydOuLfVV3ViSI72Voyzdjgljcl1Oh2ys7MVjIi8YRKKVMdmk85nFmVVTvKx/HgiUqeeT/MAz75PPXE6Hmnds88+q3QIUcvlcqG4uBjffvstjhw5guLi4v713NKha5pYSlcPJ0OKCfoEbTYPVyNBJ8CQbIYh2QwLuqbxiQ4XHE1diSlHgxX2Bv/7S1VVVaGqqspdLZWSkuJOSk2YMAGDBw8O2c9C0Wv06NGSJFT1qQ5NJqFqTrVLxkOHDuVMmAjGq3IiIlKFQJqTy6fqMQlFWnPDDTcoHUJUcblcOHr0KL766ivs2rULTU1NAX8NfYLRnWwypJhhSDJB0DPhpCaCQQdjmgXGtLONyF02Z49pfF3/dXU4fX6thoYG7Ny5091bavjw4Zg2bRqmTZuGrKyskP0MFF3Gjh2Lbdu2ucfVJ9u9HK1e1Sc7JONx48YpFAn5g1flpDo9V8YDAMifGPIJIpEmeTYn978nFKfjEVGgXC4Xjh075k48yRdG8UYwCF1Nw9MtMKR1VdPojGwcrkU6kx6mQTEwDYpxb3N2OOCot3atyFfb2dVfysc0vpMnT+LkyZN45513MHLkSHdCiit80UDIkzF1lZ1w2F0waOx8JE+uMQkV2ZiEItXxqGhwSMugBdmYN59E2uBRCRVATyhWQhFRIPbs2YPXXnsNNTU1fh0vmL+rkEm3wJhuhj7JBEHHh2LRSh9jgD7bAHN21+I5osMFe50V9rpOOGqtsNdZAS/VvGVlZSgrK8Nbb72F8ePHY9myZayOon5JT09HRkaG+1zmcoqoOdWBwaPjfLxSPawdTtRXSadEjx07VqFoyB+8KifVie3ZiByAIOvDIB/HxWnnJEsUzeSJJG89oeT7mIQiIn84HA68+eab+OCDD7weJxgEmAbHwphhgSHdAn08m4dT3wSDTlItJbrErp5StVbYz3TAXtN3T7FDhw7hwQcfxM9+9jNMnz49XCGThowfP97diwwAKopbNZWEqixpRc+JMkOHDkVSUpJyAZFPvCon1ZEnlSRJJ5cLglW6PGdMTAyISP08K6E4HY+Igqeurg5/+ctfcPz48d4P0AswD4mFaWgcTIMsEPTams5C4SPohLO9pcYmwdXphLWiDbaK9l4TUp2dnXjmmWfw7bffYunSpfxMo4BMnjxZkoQqL27BlDmZmkmclx9tlYwnT56sUCTkLyahSHXi46UrOggdZxvRyaugYmJi+EFNpBGePaF6n44niqJHgornASLyRhRFPPPMM54JKAEwZcfCPDQOpqwYJp4oJHQWPWJyEhGTkwhXhwPWinZYT7XBUS99sPrxxx8jNTUV8+fPVyhSUqMJEybAaDTCbrcDANqaHGistiJlkMXHKyOf0ymisqRNso1JqMjHJBSpTkJCgmQstJ9tRCe0SU9CiYmJYYmJiELP38bkoiw3pdPpoNPxxpGIvCspKZGMdbF6JEzLhDHVrFBE6lH7XllA+9OvGRmyWNROF2NATG4iLDkJ6DzegrYD9UCPzzX5+5TIF7PZjAkTJmDfvn3ubSe+bdFEEup0SSsctrO/IElJSRg9erSCEZE/eFVOqiNPLOl6JJ56JqR6O5aI1EtezdRXTyh5hRT7QRGRL4IgYMSIEZJtuhieO0hZglEHwST97JO/T4n8MXXqVMm4tKjJc8VxFTpe1CwZT5kyhQ8eVYD/QqQ68fHxkjnMgtUKuLpuOntOzQM8q6aISL38nY7HqXhE1B/f//73JWNHnRVN206j6YszsMumRRGFiiiK6DzZisaPKtC6uxZip9O9T6/X49JLL1UwOlKr888/HyaTyT1ub3ag+mSHl1dEPmuHExXF0n5QM2fOVCgaCgSTUKQ6Op0OZrOsNN5mAwAI3/23m8Wi/jJTIuri0Zi8j+Wt5dtZCUVE/pg+fTpSUlI8tturOrqSUZ9VofN4C1w9kgJEwSCKIhzNNrQfakTDd8knZ6vD47gLL7yw1/cokS+xsbGYMmWKZFtpUZNC0QTHyW+bJVXxmZmZyMvLUzAi8heTUKRK8uSSO/kkS0JxZTwi7ZAnk/ydjsdKKCLyh8lkwooVK/q8ibHXdKJ1Xx3qN55C02dV6ChphqvDM1FA5A9RFOFotKHtYAMat1SicUsl2r9thKuX5JNOp8OsWbOwdOlSBSIlrZBXCZUdaoZNpUl1URRRvLdRsm3mzJmaWfFP6/h4mFTJo7LB2XUCFZzSE6nRaAxXSEQUYh6VUH1Mx5Mnp5iEIiJ/DRs2DCtXrsTBgwfx3nvvobi4uNfj7DWdsNd0oq2wHoZ0M8xDYmEaHAt9PK87qG+iKMJRb4Wtsh3Wina42rwnMXU6HWbOnIn58+dj0KBBYYqStGrChAlISUlBQ0MDAMBpF3H8QBPGXZCqcGSBq63oRMOZs9OkBUHAxRdfrGBEFAgmoUiVupcYdfsuKSXKklMexxGRankmofqqhOJ0PCLqP0EQMGHCBJx77rn45ptvsHbt2j6TUQDgqLXCUWtF24EG6OMNMA3uSkgZ0swQdHwqH+1cdhfsZzpgO90OW1UHRFvvD1B60uv1uOiiizB//nxkZWWFIUqKBt09xd577z33tqN7GjF2aorqKoiO7mmQjCdNmoSMjAyFoqFA8cqcVEmeXBK7K55kN5tWKxuJEmmFx3S8PnpCuVycjkdEAycIAvLz85Gfn4/Kykrs3r0bX331FU6ePNnna5ytDnQUN6OjuBmCUQfjIEtXUiorBjoTz0XRwtlidyed7LWdgB+LkOn1epx77rm44IILMGXKFC6uQyExe/Zs/Pvf/4bzu9kjLfU2VJW2Y/DoOIUj819nmwMnv22RbLv88ssViob6g0koUh2Hw4EO2Sp4+C4JJfZY9QEAWlulKyYQkXr5Ox2Pq+MRUbANGTIE8+fPx/z581FVVYVdu3Zh9+7dKC0t7fM1ot0FW3k7bOXtgAAYB8XAPCwOpsGx0BnZllVrnO0OWE+1wVreBmejzfcL0PVwJT8/H1OnTsWUKVMQF6eeRACpU3JyMqZOnYqdO3e6tx3aWaeqJNSR3Q0eDcnz8/MVjIgCxSQUqU5tbS1E8eyJx5WQAHx3k+lKSpIcW11dHdbYiCh0OB2PiCJBVlYWfvSjH+FHP/oRqqur8fXXX6OwsBBHjhxxVxd4ELtW2bNXdQB6Aaas7xJSWTEQ9ExIqZWr0wlreVfiyVHnX/V9bGwsJk6ciIKCAkyaNAmxsbEhjpJI6sorr5QkoapK21Ff1YnUrMhfVdxuc3lMxZszZw50Op5H1YRX5qQ6VVVVkrErOfns32XL1tbU1MDlcvHERKQBfk/HYyUUEYVJZmYm5s6di7lz56K9vR1FRUXYt28f9u/fj5aWlt5f5BRhq2iHraIdgkGAeWQCYs9J4nQ9FXE029BW1NCVVPTDkCFDUFBQgIKCAuTl5fFziRSVm5uLsWPH4siRI+5th3bWY+aCIQpG5Z+SwkbYOs9WwsfFxeGSSy5RLiDqFyahSHVOnTolGbtSe6zoEBMDl8UCXWcngK7eUVVVVRgyJPJPqkTknUcllKOvSijpND1WQhFROMTGxmLatGmYNm0aXC4Xjh8/jn379mH37t2orKzs9TWiQ0TnsWZYT7YibkIKzCPjVdcgOJq4bE60f9uIzpIWr32eBEHAOeecgylTpmDSpElc2Y4izrx58yRJqJOHmtEyKx0JKSYvr1KW0yni26/qJdsuv/xyWCyRX8FFUrwyJ9WRr1DjlK0a4ho8GLoePRqOHj3KJBSRBvhbCeV0sRKKiJSl0+mQm5uL3NxcLFq0CCdPnsSXX36JnTt3ora21uN40eZC6946dJa2IH5yGgzJZgWiJm86T7SirageorXv1e1yc3Nx4YUX4oILLkCKrDqfKJJMnDgRQ4cORXl5OQBAFIFDO+ow7QeDFY6sb6UHmtDe7HCPjUYj5syZo2BE1F9MQpGquFwuzyTU0KGSsWPoUBh6JKGKi4tZpkmkAf42JpdPx2MlFBEpSRAEjBgxAiNGjMC1116L4uJi7Ny5Ezt37kRzc7PkWEeDDU2fViH5+9nQx/LcFSk6T7ai9WvP5CEADBs2DBdeeCGmT5+OzMzMMEdG1D86nQ7z5s3D888/7952/EATzp2Zjvgko4KR9c7lFHFwR51k2yWXXIIkWT9gUgd+upGqnDhxAu3t7e6xaDbDlZ4uOUaelDp06BBEUWR5O5HK+d+YXJqcYiUUEUUKQRAwZswYjBkzBtdddx02btyI9evXw263u48RHSLsNZ3Qj4hXMFLqyXa63WNbRkYGbrjhBpx//vm8xiRVuvDCC7Fu3TqcOXMGAOBydVVDXXBVlo9Xhl/pN01obTx7njQYDJg3b56CEdFAsFszqcqBAwckY8eIEYDsg985ZAjEHpUP9fX1qKioCEt8RBQ6fjcm53Q8IlIBk8mEhQsX4tFHH/WYuiU6+p7yReEnynoQFhQU4LHHHsPUqVOZgCLV0uv1mD9/vmRbyf4mtDXb+3iFMlwuEQe/kFZBzZo1C2lpaQpFRAPFJBSpikcSavRoz4OMRjiGD/f6OiJSH3kyST7trpu8QopJKCKKRKIoYt++fVi1ahUaGhpkO5WJifoge7ixb98+PPPMM302nCdSi4suuggZGRnuscvpmfBRWmlRE1oazibG9Ho9fvjDHyoYEQ0Up+ORajQ3N6OkpESyrdck1HfbjcePu8f79+/H3LlzQxofEYWWvBLK6eq9UkCehGJPKCKKJGfOnMG+ffuwa9cuHD16tNdjDEmRu0JVNDIkm2Cv7pRs27t3L/bv348LLrgABQUFmDhxIuLi4hSKkKh/DAYD5s+fj5deesm9raSwEeMvTEV8svLnIZdTRNHn0qTY9773PaTL2rGQukT0lfmf//xnbNiwAceOHYPJZML555+P3/3udxg/frzSoZEC9u3bB1E8e3PpzMyEmJjY67GO3Fxg61b3+MiRI2hubkZiH8cTUeRjTygiUiOHw4EjR46gsLAQhYWFOH36dN8H6wXETUiBMYNLjkeS2PHJcHU4YT3VJtnudDrx5Zdf4ssvv4ROp0NeXh4mTZqEgoICZGdnc6oeqcLMmTOxfv16VFdXA+jqDfXN9jpMn6f8SnnHDzShrUlaBSWfQkjqE9FJqO3bt2P58uWYPHkyRFHEn/70JyxYsABfffUVlz2NQnv27JGM7WPG9HmsmJwMZ2Ym9N+dTLtL3mfNmhXSGIkodPxNQsl7QrESiojCyeVyobKyEsXFxSgqKkJRURE6Ojp8vs48Mh6x45Ohj+E5K9IIeh0SLsiAJScBbQca4Ki3ehzjcrlw5MgRHDlyBG+99RbS09MxadIkjB8/Hnl5ebx3oYhlMBiwYMEC/O1vf3NvO36gCedelIaEVOWqoZwOF4q2S1elnD17NqugNCCiP+XWrl0rGb/wwgsYPnw4du7ciauuukqhqEgJTU1N+OabbyTbHF6SUEBXkqo7CQUAO3bsYBKKSMU8puM5e5+OJ+8VxUooIgql9vZ2HD9+HMXFxSguLsaxY8ckK/n6Ysy0IC4/FYYImPpC3hnTLEi6JAu2ina0fdMAV5ujz2Nra2uxdetWbP2uMj89PR15eXnuP8OGDeNDEvr/7N13dFzlnT7w5947Tb2OpBl1yWpGxr0EU1zAwRCaCYGFTSNsCCQhe9gQMBzgl7M5IbtscggJkOwSkxCSXZrPmuJ1EkA2mGAMbgLbktUsWRr1Lo2m3PL7Y6RrjYol2Zoi6fmcM8fMOzN3Xhlr5p1nvu/3ho3169fjjTfeQEtLCwBA04DP9nfgkuvtIZtTzdFeOPvO/o4ZjUb2gpon5tQr38DAAFRVRXx8fKinQkG2f/9+KIqiX1eSkqCOaqI3Ebm4GNi/X79eUVGB5uZm2GyhLy0lopkbd3a8aTYm5yKfiGaLpmlobW1FdXW1HjqdOXPGr13AlATAmGyBKS0CRlskDDHGwE2YZp0gCDBnRMFkj4Tc5Yan2QlPyxCUKc4o1tHRgY6ODnz00UcAALPZjNzcXBQUFKCwsBCLFi1CTExMMH4EonEkScK2bdvw7LPP6mOnP+9D6fokxCaZgz4f2avi8zEN0jdt2sQz4s0Tc2pl/tBDD2HJkiVYs2ZNqKdCQaSqKvbu3es35l26FJhin72anAw5IwOGxkZ9rKysDLfffnsgpklEATa+Emp6PaEYQhHR+erv70dtbS2qq6tRW1uLmpoaDAwMzPg4glmEKS3SFzylRkA08gTVc50gCjAmW2BMtiBqCaAMyvC0OOFpHoK3fQiYuFhX53a7UVFRgYqKCn0sJSUF+fn5+iU7OxsmEyvkKDjWrVuHXbt2oampCYCvGqr8g05cemPwq6Gqj/RgaOBsFZTJZGIV1DwyZ1bmDz/8MA4cOIA9e/ZMubWiqqoqSLOiYDhw4IDeKA8ANEmCd8mSaT3Wu2yZXwj1zjvvIDc3l3uJieag1tZWv+uTbccbG0719PTwfWEeKygoCPUUaJ7wer2or69HTU2Nfhn7ujNdglGEIdEMY5IZxtQIGBJMbFI9z0lRBkTkxyIiPxaarMLb7oKn3QW50w252w1Mo1iura0NbW1terWUJEnIysryC6bS0tIgigwxafaJooht27bhV7/6lT5Wf7wPS9YnIc4avGoo2avi+N/9q6CuvPJK7oaaR+ZECLV9+3bs3LkTb775JnJycqa8Pxek80drayvef/99vzFvSQm0iIhpPd5bVATze+9BHO7NoCgK3nnnHTzyyCN8AyeaY1wu/9NjT7Ydb+x4amoq3xeIaByn04nKykqcPHkSlZWVOH36tN/W/5mQYowwJJlhTDTDkGSGFGNk6LSACQYRJlskTLZIAICmqJB7PPB2uiF3uuHtckNzTf1vTVEU1NXVoa6uTu8tFRkZiUWLFqG4uBglJSXIzc1lxS/NmtWrVyMrKwsNDQ362Gf7O3DpTelBm0P1kR64Bs/+fpjNZlx77bVBe34KvLB/xXrwwQexc+dOvPXWWyicohE1zS+Dg4P4z//8T3g8Hn1MM5vh3rBh+gcxGuG68kpEvvGGPlRdXY2dO3fi5ptv5gKRaA4Zu8iWJ6mEGjvOxTkRAb51xcj2p4qKCpw+fXpmvZyGCQYBhgRf2GRMMsOQaIZo4gkQaHKCJMKYZIExyQLA11tMdcp+oZTS65lWtZTT6UR5eTnKy8sB+D6gFxQUoKSkBCUlJcjLy+P7Hp03URRx00034Ze//KU+Vn+iH0sucyMuOfDVUBNVQV111VWIi4sL+HNT8IT1K9QPf/hDvPzyy3jppZcQHx+vl0RHRUUhOjo6xLOjQGppacFTTz2F5uZmv3HX5s3QZvj/Xi4pgffECRirq/WxN998Ex0dHbjzzju5155ojmBjciKaCVVVceLECRw9ehQnT55EQ0PDzEMnAZBiTTAmmmBI9AVOrHKiCyUIAqQoI6QoI5DlW9dqigq52wO52xdKyV0eqM7Jz743wu124/PPP9fPIm0ymfRQas2aNbDbQ3d2M5qbVq5cOUE1VHB6Q01UBXXNNdcE/HkpuMJ6Zf78888DAG644Qa/8QcffBDbt28PxZQoCI4fP45f//rX405vLOfmTrsXlB9BgOuLX4ThzBkIbrc+/NFHH6GtrQ333Xcf9xgTzQHjKqHkSXpCjRmfqo8gEc0vHR0d2LdvH95//310dnZO/YBRxEjJ18spwRc4GeJNEAzcvk+BJ0ii3uh8pOmE6lJGhVJuyN0eaN5zdzz3eDw4fvw4jh8/jtdeew0FBQXYsGED1q5dC4vFEvgfhOY8URRx44034umnn9bHGk70oe/yZMQmBu7Le0VWceKjLr+xK6+8ErGxsQF7TgqNsA6henp6Qj0FCqKWlhbs3r0bH3zwAVTV/w1WttsxdN11U54RbzJaTAycN9+MyJ07IYzqK1NTU4NHH30UW7duxcaNGxExzV5TRBR8Y8Okyc6ON3Y7ntHI058TzZZf/OIXePPNN1FdXQ2TyYRVq1bh8ccfx+LFi0M6L4/Hg8OHD2Pv3r04fvz4tCuepFij74O/1QJjshmiJayXxnOGJEmw2+2IiYlBf38/HA7HeffbWshEi+TfW0rToPR74e1ww9vugtzhgjpFb6mqqipUVVXhxRdfxLp163DFFVegoKCA1Xx0TqtWrUJmZibOnDkDwHemvBMfdWLdtbaAPWfdZ33jzojHKqj5ie+0FHK1tbV4++23cejQoQkXjZ6LLoJr61bgArfUKFlZGPj61xH52muQRn0z2tfXh5dffhlvvvkmNm3ahC1btnDfMVEYGhsmTV4Jxe14RIGyf/9+fOtb38KKFSugaRp++tOf4sYbb8THH3+MhISEkMypra0NTz755Lgt/BORYo2+wMnqqzgRzayUnG1JSUnYtm0brrnmGhgMBsiyjN27d2Pnzp0zrkwjf4IgwBBrgiHWhIi8GF9vqQEZ3g4XvO2+y2ShlNvtxr59+7Bv3z6sW7cOd999N7+koUmJoojrrrsOzz77rD5WV96Liy9LRmTs7P+7UVUNJw74vz5s3LiRn8nmKa7MKSQ0TcPx48fx9ttv48SJExPfB4B7wwZ41q497wqoccdMSMDgV7+KyF27YKir87vN6XTirbfewl/+8hdceuml2Lp1K1JTU2fleYnowo1dLE9WCaWwEoooYHbu3Ol3/be//S2ysrJw4MABbN26NejzUVUVzzzzzOQBlCjAnBEJkz2SoVMQSJKEbdu24frrr9fHDAaDfn3Hjh2siJpFgiBAijFCijHCkjscSg3K8La54DozALnDPeHjDhw4ALvdjm3btgV5xjSXrF27Fq+99hra2toAAKoKnDzYhZVXzv7nozMV/ejv8urXJUliFdQ8xhCKgsbr9aKyshLHjh3DsWPH9EbzE1Hj4uDasgVyfv7sT8RigfOWW2D+8EOYDh6E4PX63ez1elFWVoa9e/di0aJFWLZsGZYuXYqMjAyWLhOF0NiKprG9n0aMrZBiJRRR4AwMDEBV1ZD1VvzrX/+KmpqaceOGBBPMOdEwZ0TxzHVBZLfbJ/3geM0112DPnj369h6afYIgQIo2Qoo2wpIXA2XAC9fpAbjrB8ZVSO3atQtr165Fenp6iGZL4U6SJFx77bV44YUX9LHqI71YcmkyTJbZe13VNA0nDvj3glq/fj2SkpJm7TkovHBlTgHV3d2th04nTpyAa1Q/pokoKSlwr1sHubgYEAPYCFQU4b7sMnhWrYLx0CGYDh2CODTkdxdN0/R99K+++ioSExOxdOlSLFu2DCUlJTCbA3+aUiI6a9x2PGV62/F4BkyiwHnooYewZMkSrFmz5pz3q6qqmvXnVhQFr732mt+YGG1A7NoUGOL5ex8KMTExkwb/BoMBMTExQZ7RwiZFGxFVmoDIxfHwOJzoP9ju22oA3+/Piy++iC9/+cuhnSSFNbvdjujoaAwMDAAAZI+KmmO9KFmbOGvP0d44hK5m/8+IS5YsCcj7BgVHQUHBOW9nCEWzSlVV1NbW6sFTfX39tB4nZ2XBvW4dlNzcWdt6Nx1aRAQ8l14Kz5o1MJaXw3zwIMS+vgnv29XVhbKyMpSVlcFoNKKkpARLly7F0qVLYbVagzZnooVquj2hxo5zOx5RYDz88MM4cOAA9uzZM+VZKKdakJ6PwcHBcV9uqQMynCd7ELUkAVI0f/eDrb+/H7IsTxhEybKM/v7+EMxqYdM0Dd4OFwaPd+sB1AiPxxOQ302aX774xS/i9ddf169XftKFotUJEMXZ+cxWcbDb7/ry5cvxhS98YVaOTeGJIRRdkL6+PtTW1vpdBgcHp/VYTZIg5+fDs24dFLs9wDOdgskE76pV8C5fDuPJkzB98gmkc2wX9Hq9KC8vR3l5Of74xz/CarUiPz8feXl5yMvLQ3Z2NqsviGbZ+O14k5wdjyEUUcBt374dO3fuxJtvvomcnJyQzCEqKgqbN2/Gu+++6zfucTjhcTghxRphskfCbI+EFG/ilvogcDgc2L17t19PqBG7d++Gw+EIwawWHk1R4W1zwe1wwtPshOYe/6WNKIr40pe+FILZ0VyzefNmvPHGG/AOtzAZ7JXReKofWcWxF3zsgR4PGiv9w+mrr776go9L4Y0hFE2by+XC6dOn9bCprq4OHR0dMzqGGh0NOT/fd8nJAcItqJEkeEtL4S0thdDbC0NtLQzV1TDU10OQ5Ukf1t7ejvb2dhw4cACA7409MzMTeXl5yM3NRV5eHtLT0yEGcosh0TwniqJ+pqVzYU8oosB68MEHsXPnTrz11lsoLCwM6Vy+8Y1vICsrC3/605/g8Xj8blP6vBjq68VQRS/ECAkm+9kG5cIsfYNP/hRF0ebEALwAACAASURBVJvXT3R2PDYlDxzVq8Lb4oTb4YS3ZQjaJF/UAEBqairuueceLFq0KIgzpLkqNjYWl1xyCfbt26ePnTrUMyshVNWRHow+OXpWVhYWL158wcel8MaVOU1IURQ0Njb6VTg1NTVB0yZ/Q5uIBkCx2/XgSU1NDep2uwuhxcXBu3w5vMuXA14vDA0NMNTUwFBdPemWvRGqqqK+vh719fUoKysDAJjNZuTk5OjVUnl5eUhKSuI3s0QzYDQaZxxCsSqRaPb88Ic/xMsvv4yXXnoJ8fHx+klGoqKiEB0dHfT5CIKAzZs3Y/HixXjuuedQW1s74f3UIQWumn64avohGAQYEs0wJltgSDLDmGiGYOCXRLOls7MTO3bswJ49exATE4P+/n44HA4GULNMdcnwdrjh7XRB7nBD7vWM2243kY0bN+KOO+6AxWIJ/CRp3rj66qv9QqjW0070dXkQm3j+ayxF0VB7rNdvbMuWLfxstAAwhCL09vaisbFRv5w5cwZNTU3jvlGcLs1shpyb6wue8vKgRUXN8oxDwGjUgzRcdRXEjg5fIFVTA6mxEcI0wjm3243KykpUVlbqYzExMcjMzERGRob+Z3p6OpueE03CZDJhaMxJBMaSvdyORxQozz//PADghhtu8Bt/8MEHsX379lBMCQBgs9nw2GOP4f3338eBAwdQUVEBVZ24b5wma/C2ueBtG+4nJQCGeBMMyRYYk8wwJlkgzuKZnxYiRVF4FrxZpGkalAEZcocL3k43vB0uqIPn/kJmNIvFgmXLlmHjxo246KKLAjhTmq8yMzNRUFDg1yy8+kgPVmxOOe9jNlX1wzV4NpyOiIjAunXrLmieNDcwhFpAXC4XmpqaxgVOF9IkUhNFqCkpUOx2KDYbFJsNamJiYM9sF2qCANVqhcdqhWfdOsDrhdTaCsnhgNTSAsnhgNjTM61D9ff348SJEzhx4sSowwuwWq1+wVRGRgZSU1OnbPxKNN9Np6rJy0ooooDpmeb7WygYDAZs2rQJmzZtQn9/P44cOYJDhw6hvLxc72UyIQ2Quz2Quz1wDX++kqINMCT5QilDkhlSjJHfzlPQaIoKudsDb6cbcpev2mmivk7nEhcXh5UrV2LVqlUoKSnhFzJ0wTZu3OgXQtWW92LpFcmQzrOStPqIfxXU+vXrWaG3QDCEmocURUFLS4tfVdOZM2fQ3t5+4cdOTDwbNtntUFJSgIXeb8VohJKRASUjQx8ShoYgNjf7gqnmZkjNzRCdzmkdTtM0tLW1oa2tDYcPHx71NEbYbDY9nEpPT0dmZiYSEhK4MKYFYzqL6LGVUAyhiBaemJgYXH755bj88svhcrnw2Wef6YFU3xRb6gFAGZChDAzAXe87LblgHN7Cl2SBIdEMQ6IZonEef+FGQaU45eGwyQ250wW5Z3pb68ay2+1YsWIFVq5cifz8fPYipVm1du1avPTSS3AOf6ZxOxU4agaRWRQz42M5+7xorvU/mdXGjRtnZZ4U/hZ4ejC3qaqKzs5Ov+qmpqYmOByOKXumTOv4UVFnK5zsdihpaQDT6WnRIiKg5OVBycsbHtAg9PbqlVJSczOklhYI5/pmdgyv14uGhgY0NDT4jUdGRurVUiPb+TIyMkLSm4Mo0KbaqqooKlT17MpdFEVWEBItcBaLBatXr8bq1auhaRpaWlpw6tQpVFZW4tSpU2hpaZnyGJpXg7fVBW+rSx+T4owwJpp9FVMpFkgRXFbT1DRNg9LrhbfdBW+XC3KnG+rQzPtlSZKEnJwcFBUVobCwEAUFBYiLiwvAjIl8zGYzLrnkErzzzjv62OnP+84rhDp9wv/LgJycHGRnZ1/wHGlu4LvlHKBpGnp7e8eFTU1NTXC5XFMfYKrjGwxQk5OhJCdDtVqhpKRAtVp9vZxYYTM7BAFafDzk+HjIxcW+MVWF2N0Nsb0dUns7xJFLdzdm8rfudDpx6tQpnDp1ym88Pj5eD6RGwqn09HSWudKcNlUI5fX4V0GZzWZWChKRThAE2Gw22Gw2XHHFFQB8WwxH3kcrKytRX18/aT+p0ZReL5ReL1Dnq5aSYowwplhgSo2AIdnCSinSKU4Z3rYheNtc8LQNzXhrHeALUwsKClBYWIiioiLk5eVxTUdBNzaEaqwagMelwDTDPnqnP/cPodavXz8r86O5gSFUmBkcHBwXNjU2NmJgYOCCj60JAtSEBKgjYZPVCjUlBWp8/Pzu4RSuRBFqUhLUpKSzwRQAeDwQOzv1YEoPqAYHJz/WBHp6etDT04Pjx4/7jVut1nHhlM1mY68AmhOm2lrn9fp/m8yteEQ0lfj4eKxZswZr1qwB4OuhWV1djerqalRVVaG6uhqD03gPVvq9UPq9cNX0+5qdJ5phSo2AMcUCQ4IZgshAfKFQvaqv0mk4eFL6p1/5PsJqtaKgoAAFBQVYtGgRsrKyWNlLIVdQUACr1aq3eVEVDWcq+5G/NH7ax+hpd6O71a1fFwSBDckXGIZQIdTX14fa2lr90tjYiO7u7lk5thod7QuaRlc3JSUBDBrCn8kE1WaDarP5DQtO57iqKam9fUZb+gCgvb0d7e3tOHr0qD4miiLS0tKQlZWFvLw85OXlITs7mx/gKexMHUKxHxQRXRiLxYLS0lKUlpYC8LU/aG5uRnV1NU6dOoXq6mo0NTWd+yAaIHe6IXe6gROAYBJhyYtBRF4MRG7bm7e83W64qvrgbhycUU8no9GI3NxcLFq0SA+e4uOn/6GeKFgEQcAll1yCXbt26WMNJ2cWQp2p8D8pVmlpKRISEmZtjhT++C4YJG63G/X19XrgVFNTg46Ojgs+rmY2+yqaRgVOanIytMjIWZg1hRMtMhJKdjaU0fulR3pNtbdD7Og4G1B1dkKYxlaCEaqqwuFwwOFw4MCBAwB8vQYyMjL0UCovLw92u51NLimkptp64PH4V0JxqwIRXShRFPUt7SNb+AYHB/VQ6sSJE6ipqTnnFj7No2KoohdDlb0wZ0YhoiAWhvhzby+muUHTNHgcTgxV9flCx2mwWCxYvHgxSkpKUFBQgOzsbFak05yxbt06vxCq5bQTXrcCo3l6lXpnKv1DqLVr187q/Cj8MYQKAFVV0dTUNK7KaTr9BSaj920aDplGgictOpp9mxayUb2mUFBwdlxRfP2mRgdTHR2+flPa9L6aUxQF9fX1qK+vR1lZGQDfoik3N9cvmEpMTAzET0Y0oal6Qo0Noaa6PxHR+YiKisLSpUuxdOlSAL7+jCdPnsTnn3+Ozz//HM3NzRM/UAPcDYNwNwzCkGxG9NIkGOJZsTlXuRoG4DzeA9V57hMCSZKE/Px8vcIuLy8PhoV+dmmaszIyMpCSkoK2tjYAvi15jtpBZJfETvnYgR7PuK14K1asCNhcKTzx1W+W9PX14YMPPkB5eTnq6urgdk/vm5CxtJE+QWMCJy0+nmETTZ8k+Xp/JSf795vyen39pjo69GBKam+HOI3TVQO+PhknT57EyZMn9bH4+Hjk5+dj7dq1WLlyJRdVFFDn05iciCjQIiMjsXLlSqxcuRIA0NnZqQdSx44d009pPprc4Ubvh61I/GI6BAOrjOcab4cLA59MvqshJSUFy5YtQ2lpKYqLixHJXQo0TwiCgFWrVmH37t362JnKgWmFUI2n/PscFxYWIjZ26sfR/MJPixdA0zScPHkSZWVlOHToEBRlZqdX1UQRakoKFJtNv6iJiQCbDlKgGI1Q09KgpqX5j7tckNrbITU36xexp2dah+zp6cGhQ4dw6NAhxMTE4LLLLsOGDRuQmpoagB+AFjpuxyOiuSApKQlXXHEFrrjiCrhcLnzwwQfYs2cPWltb/e6nuRS4HU5YsqJDNFM6X67a/gnHS0tLcfXVV+Piiy9mCwOat8aGUM21A1BVDeIUJ2Bw1Pif5GEkuKeFhSHUeejv78cHH3yAvXv3jltMnIuSkAB1JHCy26GkpgKsGrlgJocDuU1NiDEa0e/1oi49HR67PdTTmlssFiiZmVAyM/Uhwen0BVIOB8SRYGpo6JyH6e/vx+7du7F7925cdNFF2LhxI5YvX87qKJo1U4VKbrf/lgiGUEQUahaLBVdddRU2b96Mo0eP4umnn4Ysn32tctcPMISaY1SvCneTf3Xb8uXL8ZWvfAWZo9ZSRPPVokWLEBkZqVd5eoZUdLe4kGSPmPQxiqyircH/92bZsmUBnSeFJ34ynIHOzk68+uqr+OSTT/wWDxNRIyJ8QdNw4KTabNAiJv+lpPNjP3YMt+bnY+v118NgMECWZfzf3r14+dgxOIb7NND50SIjIefnQ87PHx7QIPT06MGU1NwMqaUFwiQVgMePH8fx48cRFxeHzZs349prr2UYRRdsykooNyuhiCg8ybKMqqqqcWtIpX9mZ7ml0FMHZUD177FZU1ODpqYmZGRkQGALDZrnRFHERRddhE8++UQfa65znjOEaj8zBEU++3uTlJQE25izgdPCwE+E06SqKp544gm0t7dPeh8lMRHepUvhLSqCFhfHHk4BZnI4cGt+Pq678kp9zGAw6NefcThYETWbBAFaQgLkhATIixf7xhQFYmsrTJ9/DuPx4xAm6IXW29uLnTt3YmBgAHfccUeQJ03zzdSVUAyhiCh8KIqCU6dO4dNPP8XBgwfR3d097j5sTD73iBESBLMIzX22D2FfXx9+/etf4+2338bq1auxatUq2LkOpXlsyZIlfiFUS90gStcnTXr/5jr/rXilpaUMbBcohlDT1N/fP2EApYki5KIieJYtg5KVxeApiHKbmrD1+usnvG3rhg14+7nncIpv/oElSVDtdrjsdrg2bICxogLGo0dhcDjG3bW2tjYEE6T5JmKKitKxPaGmuj8R0WzzeDz4/PPP8emnn+Lw4cMYGBiY9L4meySiV07+oY3Ck2iWELc+Ff2fdIyrZKurq0NdXR1eeeUV2O12rFy5EqtWrUJeXh4/cNO8Ulpa6ne9o2kIijz52eDHbsUb+3haOBhCTVNsbCxSU1P9ekDJGRkYuukmaFFRIZzZwhVjNE66vctgMCDWaAzyjBY4kwneiy+G9+KLITU2IvLVV/0qowoLC0M4OZovxoZK9vRo3Hn32X4Cu9+oPuf9iYhmm6qqaGpqQkVFBU6cOIHy8vIpz5IsWiRELUuEOZ1ryLnKkGBG/GY7nJU9GKroBbTx93E4HHA4HHjzzTeRkJCA5cuXo6SkBMXFxUhISAj+pIlmkdVqRWJiIrq6ugAAiqyhq2Xi1z7Zq6Kr2eU3Vjz6DN60oDCEmiZBELBp0yb893//tz5maGxE1I4dkBctglxQADknh43Gg6jf64UsyxMGUbIso8/LHgvBJAwMwFBdDUNVFQynT/v1ihIEARs3bgzh7Gi+GBsqjd1+5xrTmJwhFBHNNlVVUV9fj4qKClRUVKCysvKc1U5+RAGW3GhEXpQA0cgzp811giQganECzBlRGDzWBW+ba9L7dnd347333sN7770HAEhNTUVxcTGKi4tRUlKC5OTkYE2baFYIgoDCwkIcOHBAH2s/45zwvp0OF9RRRVIpKSkMYhcwJiYzcNlll+H111+Hx+PRx8TBQZiOHYPp2DFoRiPk3FzIhYXw5ucD/PATUHXp6fi/vXv9ekKN+L+9e3E6PT0Es1pYxM5OX+hUVQWpqQmTFZlffPHFSElJCercaH4aGyqNbUTucXE7HhHNLlmWcfr0aVRUVODkyZM4deoUhqY4W+xoglGEyRYBkz0SptQICAaGT/ONIdaEuMvSoAzJ8Dic8Dic8La7JqyOGtHa2orW1lbs27cPgK9J80goVVxcjLS0NG7fo7BXVFTkF0K1nZn4tXFsOMUdEgsbQ6gZiIqKwtVXX4033nhjwtsFrxfGU6dgPHUKFkGAkpkJOT/fd4a81FTAbA7yjOc3j92Ol48dA+DrAeV3dryaGnh4drzZpWkQ+vshtbZCamz0BU/D5bfnIooirp+kdxfRTEVGRvpdd7n8K59cY0KpsfcnIpqK2+1GTU2NXulUU1Mz5fa6sUSL5Aud7JEwWi0QRIYJC4EUYUBEfiwi8mOhehR4WobgaXLC0zoEKOdIpOA7C/eHH36IDz/8EAAQFxeHoqIiFBcXo6ioCJmZmRBFBpgUXsaGSZ2OiUOozjFb8QoKCgI2Jwp/DKFmaNu2bcjJycHHH3+MY8eOweWauOxW0DQYGhpgaGjQx9T4eCipqVBSU6EO/6lFRwdr6vOSY+lSPONw4O3nnkOs0Yg+rxen09MZQF0oVYXY3Q2xtdUXOrW2QmxthTiDb36Tk5OxYsUKXHHFFcjIyAjgZGkhsVgsEAQBmuZbzHu9KhRFhST5FubuMaEUQygimorT6cSpU6f0rXW1tbVQFGXqB44iGAQYki0wJltgtFpgSDCximWBE00SLFnRsGRFQ1NUeNtc8Ha44O1wQ+52n7NKCvCdXfjgwYM4ePAgAN/7WVFRkR5M5eTkTNoblShYMjIyYDQa4R1ug+IanPi1c2w/qLy8vIDPjcIXX7lmSBAErFy5EitXroTX60VFRQUOHz6MI0eOTHja3dHEnh6IPT0wVlbqY2pUlB5IjVy0+HieZW8GPHY7z4J3IWQZYns7pLY2PWyS2tognEdPrZycHKxYsQLLly9HZmYmF+A06wRBQGRkJAYHz57m1+1SEBnlC6HGVkYxhCKisTRNQ1NTk75+q66u1oPt6RJMoi9wSjbDmGyBFM/QiSYnSCJMtkiYbL73JE1W4e10D4dSLshdbmDyk4oB8IWlR44cwZEjRwAAZrMZpaWlWLFiBZYtW4a4uLhA/xhE40iShKysLNTU1Ex6H9egDGf/2fWZwWBAZmZmMKZHYYoh1AUwGo1YsmQJlixZgq9+9as4ffq0vqBpbGyc1jHEwUGItbUwjDp9vWYyQUlJOVsxlZwMNSmJ2/nowmgahMFBiB0dkNrb9SonsbMTgjrFymcSkiShuLhYD56SkniaaQq8sSGUyyUjMsqo//fY+xIRybKMiooKHDlyBIcPH0Z7e/uMHi9aJBiGAydjsgVSrJGhE503wSDClBoBU6qvb6GmqJC7PHoo5e10T7l9z+1249ChQzh06BAEQUB+fr6+HsvIyOC/Twqa3Nzcc4ZQXS3+VVCZmZms4lvg+H9/loiiiLy8POTl5eHLX/4yWltbcezYMdTW1qK+vh7Nzc3T/pZN8HhgaGyEYUyQpcbGQk1K8oVSwxclKQmwWALxI9FcNdy7Sezs9IVNnZ2+4KmjA8IMe1qMZTKZkJWVhezsbBQWFuLiiy/mh3wKusn6QimKCq/nbKAqCAIsfH0kWtBqamqwZ88eHDt2DE7nxGdtmogYZfCrdBKjDPxQTwEjSCKMVt9WTgDQVA1yjy+Ukoe38Gneyb8w1DQN1dXVqK6uxiuvvAKr1YrVq1fjmmuuQXx8fLB+DFqgcnJyznl7T5v/54/s7OwAzobmAoZQAZKamootW7bo191uNxobG1FfX69fGhsb9f2z0yH29UHs64Ohrs5vXI2O9gVSI+HUcFDFs/PNc5oGoa8PUkcHxJFLZ6cvbBp1BsfzFRMTowdOI5fU1FQ2xaSQi4qK8rs+NOQLoVyu8U3J+e+VaGHq7e3Fyy+/jPfff39a95dijXroZEi2QIrgEplCRxAFGBPNMCaagcI4aJoGpc97dvtehxuqa/K+Ze3t7di9ezfKyspw0003YcuWLaw8oYCZqvdrT7t/CMWteMRXoyAxm83Iz89Hfn6+PqYoCpqbm1FfX4+GhgY9nJrJN3UAIA4MQBwYgOH0ab9xNSrKL5RSk5OhWK0Mp+aakbCpvV0Pm6ThwOl8+jZNJDk5eVzglJCQwG99KSyNq4QaCaGGuBWPaKGTZRl/+9vfsHPnTgyd62QaImBMiRju0xPB0InCmiAIMMSZYIgzISI/1hdK9XrgaR6Cx+GE3DPxl49DQ0P485//jL179+JrX/saSktLgzxzWgjS09PPeXvvmBBqqvvT/Md33BCSJAkZGRnIyMjA+vXrAfjKaTs6OvRgqqmpCU1NTWhtbYU6w7494uAgxMFBoL7eb1yNjoZqtUKxWn3BVEqKr+eU0ThrPxudH8Hp9DUJb2+HOHyZrcomwBeG2u122O12PXTKysoaV1lCFM7G/nsd2Y43NoTiv2uihUXTNDz//PPYv3//hLcLZhGmNF/oZEqNgGBgpSTNTYIgwBBvhiHejMiSeChOGZ4WJzyOIXjbh8Y1OXc4HPjZz36G733ve1i3bl1oJk3zVkREBJKTk9HR0THh7b0d/p9jWAlFDKHCjCAIsFqtsFqtWLVqlT7u9XrR2tqqh1IOh0MPp2Z6GmG9cmrUtj4NgJqQAHV0MJWcDDUxEeB2ltnn8fiqmUaCppEqp1HNli+ExWJBeno60tPT9dApPT0diYmJ3J5Ec964EErfjscQimghc7vdEwZQUowRURcnwJgawQpfmpekSAMi8mIRkRcLTVbhquuH80QPNNm/H+0777zDEIoCwm63TxpCKaP+HUZFRSE2NjZY06IwxRBqjjAajXrV1GiyLKO1tVUPpUb+bGlpgSzLkxxtPAGA1N0NqbsbOHVKH9ckybedz2o9G1ClpUGLjp6tH21+0zRfY/C2Nr26SWpvh9jbOyuHj4yM1AOmkT/T09O5lY7mtegxrz8jPaGGhrznvB8RzW8GgwFmsxnuUSfhECMlxG20QTTyC5hASr45J9RToGGCQUREQRyM1gj0vOvwu41fzlCgpKWloby8XL++dIMVpeuT0FI3iHf/fMbvfvyMQgyh5jiDwaAHD6tXr9bHFUVBW1ubHkw1NjaiqakJzc3NM6qcEhQFUlsbpLY2v3E1NhaKzQbFbvf9mZYGmEyz9nPNVUJ/P6TmZt/F4YDU0nLBZ6QDfGWuGRkZ+v/rkdApPj6eL+S04Izt9XQ2hGJPKKKFzGAwYPny5Thw4IA+pjoVdO9phDk7GhG5MZBi2HqA5i9N0+Btd8FV2w+PY3yP2dGfFYhmU1pamt/1/i7fFry+Lv+teKmpqUGbE4UvhlDzlCRJsNlssNlsfuOyLKOlpQWNjY16MHXmzBm0t7fP6PgjZ+ozVlYCADRB8FVJjQqmVKt1fm/lc7shtbScDZyamyH291/QIY1GI2w2m171NnJJTExk2EQ0bGyFk2u4AmrIye14RAvdJZdc4hdCAYDmUeGq6oOrqg/GFAtM9kgYky2QYo18b6U5T1NUyF0eeDtccDcMQBmYeCeE2WzGihUrgjw7WijGhkv93b7waaDbv0p9bFhFCxNDqAXGYDBMuK3P5XLp/abOnDmDpqYmNDY2onea28YETYM0vNUMw6WYmtEIJTX1bLVUejq0uboHWNMgtrb6B04dHTjfpasgCEhNTfULmtLT05GamgpJkmZ16kTzzdhwaSR8GtuYnNvxiBae5cuXY+PGjSgrK5vwdm+bC942FwBAMIowJJlhTLbAmGyGIcEMQWQoReFN9SiQO93wdrjg7XRD7naPa0Q+ltlsxre+9S1WCFPAjA2hBnt84dPAmDM3pqSkBG1OFL4YQhEAXyPr/Px85Ofn+4339fXpgVRjYyPq6+tx5syZafWbErxeGBobYWhs1MeU5GTIixZBzs+Hkp4e3pVSLhcMp0/DUF0NQ20tROf4subpiIqKQm5uLjIzM/XAyW63w8Tti0TnhT2hiGgygiDgW9/6Fq699lq89957eP/99zEwMDDhfTWvCm/LELwtQ74BUYAh0eQLpZIsMCSYIJr5xRCFjqZpUAdlyN1ueDt8wZPS5536gcPsdjuuvPJKrF+/ntXBFFCJiYl+14cGZKiKhsFe/8+MycnJwZwWhSmGUHROsbGxiI2NRUlJiT7m9XrR0NCA2tpa1NbWoq6uDs3NzdM6ntTRAamjA+YDB6BZLJDz8uDNz4eclwdERATqx5g2savLFzpVV0NqbISgTvHV0hhGoxFZWVnIy8tDXl4e8vPzkZKSwnJ/olk02dnxxvaE4oKbaOFKS0vD7bffji9/+cv4+OOP8e6776K6uvrcD1I1yB1uyB1uDMFXCS5aJEhxJhjiTTDEGSHFmSDFcBsfzT5NViH3eaH0eCD3+i5Kr2fcGe6mIkkSVq9ejc2bN6O4uJj/VikoTCYT4uLi9F00mgY4+70YHBOaMoQigCEUnQej0TiuampwcBB1dXV6MFVbWzvlVj7B5YLxxAkYT5yAJghQ0tMhDwdSWrACKU2D2N3tC55qanxnB5wBm82G/Px8PXTKzMyEwcBfK6JAGlvh5BzyQtM09oQionFMJhMuu+wyXHbZZaivr0d5eTkqKytx6tQpOKdR4ay6FKiuIXhbh84OSgIMscZR4ZQJUpyJZ+CjadE0DapL8Q+bejyT9nKaDqvViqKiIhQVFWHFihWIi4ubxRkTTY/VavX7/Nfb4YHbefaEWKIoIiEhIRRTozDDT8s0K6KiolBaWorS0lIAvjfYrq4uPZCqqqpCTU0N1EkqiwRNO7t1b9++YE592iIiIlBcXKyHTrm5udxbTxQCJpMJBoNB3xasyBpkrzquEorb8YhotOzsbGRnZ+O6666DqqpoampCRUUFKisrUVlZie7pfhGlaJC7PZC7PRh9/lsx0uCrloo1QYo1+oKqGCMEieHUQqV6FCh9Xsh9Hii9Xij9Xsi9HmiemVXajyYIAjIzM1FYWIiioiIUFhYiKSlpFmdNdH7GbsnrdLj8rickJLD3LQFgCEUBIggCkpKSkJSUpJ8OdnBwEJ999hmOHj2K8vJyDA4OhniWU7PZbFi6dCmWLVuGgoICVjkRhQFBEBAdHY2enh59zDkksycUEU2bKIrIzMxEZmYmrrrqKmiaho6ODj2QqqurQ2Nj47R6YI5QnTI8ThloHvIbl6INo4IpE6Q4I6RoI5ugzyOqV4XS5xkOnLz6f6suZeoHTyEyMhJZWVlYtGiRHjqx0pfCivimRgAAIABJREFU0dgqp07H0Dlvp4WLn6gpaKKiorBu3TqsW7cOqqqiuroax44dw9GjR9E4qnl5KBkMBhQVFWHZsmVYunTpuDM9EFF4iIqK8guhhpzecWfH4yKdiKZLEARYrVZYrVZceumlAABZltHc3IyGhgbU19ejoaEBDQ0N6Ovrm9GxlQHZt9XKMfoJASnGeDaYijXCEGeCGGVgD58wpinqcDWTL2iSe71Q+j1QnRceNgG+M4xlZWUhKysL2dnZyMrKQlJSEv9N0JwwLoRqHl8JRQQwhKIQEUURhYWFKCwsxC233ILOzk4cPXoUx44dQ1NT06Tb9gLBaDSiqKgIS5cuxUUXXYSIMGiQTkTnNjZg6ul2QRvVu9VsNrNykYguiMFg0Kul1q9fD8DXbqCnp2dcMNXc3AxNm0EDaQ1Q+rxQ+rzwYFRvqtH9pmJ9W/sMcSYIZpFBRBBpmgZ1QPZto+vzbaFT+rxQBrzAzPqET8hkMiEzM9MvbMrMzOQalOa0sSGTe0w4yxCKRnCFTmEhKSkJmzdvxubNm0M9FSKaA8Zutevucp3zdiKi2SAIAhISEpCQkIClS5fq4x6PBw6HA42NjfqlqakJ7e3tM3uCSfpNCSbR1wB9uGJqJKQSDOw3daFUtwK5x3cmupGtdHKfF1AuPG2SJAl2ux3p6enIzMxEeno6MjIykJKSAlHk/zuaX6ZqiB8fHx+kmVC4YwhFRERzzthKqK4xIRS34hFRMJlMJuTk5CAnJ8dv3OVyoampyS+camxsnH4T9GGaR4W33QVv+6jXuuEtfYYEEwzxZt+Z+uJNDKbOQXXJvpCvZ/jS7YY6dOFb6URRRFpamh4yjVxSU1NZlUsLxlQhFM/aSCPmxKvi888/j6effhqtra0oLi7GE088gUsuuSTU0yIiohAZVwnVOXTO24mIQsFisSA/Px/5+fl+44ODg2hqasKZM2fQ2Nio/zkwMDD9g4/a0ueuP3uyFynG6AukhsMpKd4E0biwgilN06C6lOHAyQ252wOlxzMrjcKtVqseMmVmZiIjIwM2mw1Go3EWZk40d00VMsXGxgZpJhTuwj6E2rlzJx566CH8/Oc/x7p16/D888/jlltuwYEDB5CZmRnq6RERUQiwEoqI5rKoqCi9N+aIkX5TI6HUSDDV2NgIr9d7jqP5U/q9UPq9cJ8ZFUxFG2BItsA4fJGiwv4jwIxomgal1wNvuxveDhe8nS5o7gvrLxodHa33BBsJm9LT0xEZGTlLsyaaX6KjoyEIwqT98RhC0Yiwfwd65plncPvtt+PrX/86AODJJ5/Eu+++ix07duDxxx8P8eyIiCgUxoZMfb3uc95ORBTuRvebWrJkiT6uqipaW1v9wqn6+nq0tbVN+9i+M/QNwH3aV2klRkp6IGVItkCKnltn5dNUDXL3cODU7obc6YImn18PJ0mSkJGRgezsbL26KTMzE3FxcXPq74Qo1ERRRExMzKRnEGUIRSPCOoTyeDw4evQovv/97/uNb9q0CR9//HGIZkVERKE2VcjEEIqI5gtRFGGz2WCz2bB69Wp9fHBwEPX19airq8Pp06dRV1eHlpaWaR1TdSpwNwzC3eCrlhLMoi+USrHAbIuEGBFeHxFGKp08zUO+3lhd7vNqHG40GpGZmYmcnBzk5uYiJycHGRkZ3EpHNEuio6MnDaHYKoFGhNc7zBidnZ1QFAVWq9Vv3Gq1nvPbn6qqqkBPjYiIQqinp+ectw8NDfG9YIEoKCgI9RSIQiIqKgqLFy/G4sWL9TGn04mGhgY9lDp9+jQcDsek22NGaG4VniYnPE1ODB7pgiHRDFN6JMz2SEjRoQloNE2D3OWGp8kJd5MTqlOe0eNNJhOysrL0sCknJwfp6elsFE4UQJMFTZIkwWKxBHk2FK7mxKvw2FJYTdPOWR7LBSkR0fw21YeI7OxsvhcQ0YITGRmJ4uJiFBcX62MulwvV1dWoqKhARUUFampqpuwxJXe5IXe54fysG1KcEWZ7FIwpFkAM/PY0zaPA4xiCu9kJbQaNxKOjo/WfvaioCFlZWZAkKYAzJaKxJguhRvpFEQFhHkIlJSVBkqRxVU8dHR3jqqOIiGjh4HY8IqLpsVgsKC0tRWlpKQDA6/WitrZWD6WqqqrgcrkmfbzS64Wztwc4GawZT09CQgJKSkpQVFSE4uJi2O12fsglCrHJ1l9cl9FoYR1CmUwmLFu2DGVlZbjxxhv18bKyMlx//fUhnBkREYXSVGcn4tmLiIgmZjQaUVRUhKKiItxwww1QFAX19fX4/PPPcejQIdTU1IR6ihMyGo1YsmQJVq5ciZKSElitVoZORGGGIRRNR1iHUADw3e9+F3fffTdWrlyJtWvXYseOHWhpacE3v/nNUE+NiIhCZKqQiYsdIqLpkSQJeXl5yMvLw/XXX4/Ozk4cOnQIn3zyCSoqKqbsJxVIFosFy5Ytw+rVq7F06VL2lCEKc5Otz/jlII0W9iHUtm3b0NXVhSeffBKtra0oKSnBK6+8gqysrFBPjYiIQkQURURGRsLpdE54Oxc7RETnJykpCVu2bMGWLVvQ19eHw4cP48iRI+ju7g7K8wuCgIyMDKxatQoXXXQRTCZTUJ6XiC7cZOsvfjlIo4V9CAUAd911F+66665QT4OIiMJIREQEQygiogCKjY3Fhg0bsGHDhlBPhYjmgMnWXxEREUGeCYUzMdQTICIiOh/nCpq42CEiIiIKrsnWX1yX0WgMoYiIaE6abEFjsVh4Wm4iIiKiIGMIRdPBEIqIiOYklnwTERERhY/JTh7AkwrQaAyhiIhoTuK3bUREREThgyEUTQdDKCIimpMYQhGFzvPPP4+LL74YqampuOKKK/D3v/891FMiIqIQmyxsMpvNQZ4JhTOGUERENCcxhCIKjZ07d+Khhx7Cv/zLv+D999/HmjVrcMstt+DMmTOhnhoREYXQZGETK6FoNIZQREQ0J7Hkmyg0nnnmGdx+++34+te/jqKiIjz55JNITU3Fjh07Qj01IiIKoclCKJPJFOSZUDhjCEVERHMSQyii4PN4PDh69Cg2bdrkN75p0yZ8/PHHIZoVERGFA6PRCEEQxo1zOx6NZgj1BIiIiM7HZGETt+MRBU5nZycURYHVavUbt1qtaGtrm/RxVVVVgZ4aERGFAYPBAK/X6zfW0tICVVVDNCMKtoKCgnPezhCKiIjmpMnCJlZCEQXe2G+6NU2b8NvvEVMtSImIaH4wm83jQqiCggKkpKSEaEYUbrgdj4iI5qTJSrtZ8k0UOElJSZAkaVzVU0dHx7jqKCIiWngm6v9kNBpDMBMKVwyhiIhoTmIIRRR8JpMJy5YtQ1lZmd94WVkZ1q5dG6JZERFRuJgocGJjchqN2/GIiGhOYghFFBrf/e53cffdd2PlypVYu3YtduzYgZaWFnzzm98M9dSIiCjEJgqhWAlFozGEIiKiOYkhFFFobNu2DV1dXXjyySfR2tqKkpISvPLKK8jKygr11IiIKMQmCpwMBsYOdBb/NRAR0ZzEEIoodO666y7cddddoZ4GERGFmYlOUiGK7AJEZ/FfAxERzUmT9Rdg3wEiIiIiovDEEIqIiOYkhlBERERERHMLQygiIpqTJmtyyRCKiIiIiCg8MYQiIqI5SRAEnoGFiIiIKIxM1BOKaDSGUERENGcxhCIiIiIimjsYQhER0ZzFEIqIiIiIaO5gCEVERHPWRP2fGEIREREREYUnhlBERDRnGQyGcWMMoYiIiIiIwhNDKCIimrMkSRo3NlEwRURERESBp2laqKdAYY4hFBERzVmiOP5tbKIxIiIiIiIKPa7UiYhozrJYLKGeAhERERENy8jI8LtutVpDNBMKVwyhiIhozlq9erXf9UsvvTREMyEiIiKiDRs2QBAE/foXv/jFEM6GwpHQ09PDTZtERDQnaZqGTz/9FLW1tUhJScGll17KxuREREREIVRZWYny8nJkZ2dj9erVfqEUEUMoIiIiIiIiIiIKOG7HIyIiIiIiIiKigGMIRUREREREREREAccQioiIiIiIiIiIAo4hFBERERERERERBRxDKCIiIiIiIiIiCjiGUEREREREREREFHAMoYiIiIiIiIiIKOAYQhERERERERERUcAxhCIiIiIiIiIiooBjCEVERERERERERAHHEIqIiIiIiIiIiAKOIRQREREREREREQUcQygiIiIiIiIiIgo4hlBERERERERERBRwDKGIiIiIiIiIiCjgGEIREREREREREVHAMYQiIiIiIiIiIqKAYwhFREREREREREQBxxCKiIiIiIiIiIgCjiEUBdW1116LBx54IKDP8cEHHyA+Ph6dnZ0BfR4iCow//elPSE9Pn/Q6ERHNHq7NiGgqXJvRbGIIRfPO2rVrUVlZicTExFBPhYhmwbZt23D06NFQT2NC/GBFRDQ1rs2I5heuzehCGEI9AaLZZjKZkJqaGuppENEsiYiIQERERKinQURE54lrM6L5hWszuhCshKKgk2UZDz74ILKzs5GdnY1HH30UqqoCADweDx5//HEsXrwYdrsdGzduxLvvvqs/diTZ3rdvHzZv3gybzYYNGzb4JfETpd9//OMfUVpaCpvNhltvvRXPP/884uPj9dufeOIJfOELX8Drr7+OZcuWISMjA7fffjsTdKIpXHvttbj//vvxyCOPICcnB/n5+Xjuuefgdrvxwx/+EFlZWSgtLcX//M//6I/5f//v/2HVqlVIS0vDkiVL8Nhjj8Hlck36HBOVfP/iF79AQUEB0tPTcffdd+NnP/sZlixZot9+zz334NZbb8Vzzz2HkpISZGdn495774XT6dTv884772Dr1q3Izs5GTk4Otm3bhsrKSv32+vp6xMfHY9euXbjxxhths9mwdu1alJWV6bdfd911AID8/HzEx8fjnnvuubC/UCKiEODajGj+4NqMa7NwxxCKgu7VV1+Fqqr429/+hqeeegp/+MMf8OyzzwIAvvvd7+LDDz/Ef/3Xf+Hvf/87/uEf/gG33XYbPvvsM79j/PjHP8bjjz+Offv2ITExEd/+9rehadqEz3fw4EHcd999uOuuu/DBBx/gmmuuwRNPPDHufg0NDdi5cydeeukl7Ny5E+Xl5fjXf/3X2f8LIJpnXn31VURHR+Pdd9/FP//zP2P79u244447kJ+fj7179+K2227Dfffdh+bmZgBAZGQkfv3rX+Pjjz/Gz3/+c+zcuRP/8R//Me3ne/311/Fv//ZvePTRR7Fv3z4UFRXpryGjffTRRzh58iT+93//Fy+88ALeeust/OY3v9FvHxwcxHe+8x289957eOuttxAbG4vbbrsNHo/H7zg/+clPcPfdd2P//v1Yvnw57rzzTgwMDCAjIwMvvvgiAODAgQOorKzEz372s/P5KyQiCimuzYjmF67NuDYLZwyhKOhSU1Px7//+7ygsLMRNN92E73//+3j22WdRV1eH1157DS+88ALWr1+PnJwcfPvb38ZVV12F3//+937HeOSRR3D55ZejsLAQP/rRj3Dq1Ck4HI4Jn++3v/0tNm3ahH/+53/GokWL8PWvfx1f+tKXxt1PlmU8++yzKC0txZo1a/CNb3wD+/btC8RfAdG8UlxcjO3btyM/Px/f+973kJSUBIPBgHvuuQd5eXl48MEHoWkaDh48CAD40Y9+hHXr1iE7OxtbtmzB/fffj9dff33az/eb3/wGt99+O772ta9h0aJFuP/++7Fy5cpx94uJicEvfvELFBUVYdOmTbjxxhv9fqdvuOEG3HDDDcjPz0dpaSmeeeYZ1NfX49ChQ37Huffee7F161bk5+fjscceQ3d3Nz777DNIkoSEhAQAgNVqRWpqKuLi4s7nr5CIKKS4NiOaX7g249osnDGEoqBbtWoVBEHQr69ZswYOhwMfffQRNE3DunXrkJ6erl/++te/oq6uzu8YF110kf7faWlpAID29vYJn+/UqVNYsWKF39hEL4qZmZl+L1JpaWno6OiY+Q9ItMCM/n0UBAFWq9VvzGg0Ij4+Xv8d3bVrF66++moUFhYiPT0dDz/8MBobG6f9fNP9nS4qKoLBcLb1YVpamt/rRF1dHe666y4sW7YMmZmZKCwshKqq4+Yy+mex2WwAJn+9ISKai7g2I5pfuDajcMbG5BRWBEHAe++9B6PR6DdusVj8ro++fWTRNFnJt6ZpfguryYx9TkEQ9H4IRDS5iX53Ri8wRsZUVcUnn3yCO++8Ew8++CB++tOfIi4uDrt378ajjz46o+c839/p0a8Tt912G2w2G5566inYbDYYDAasXbt2XMn3TF5viIjmG67NiOYers0onDGEoqA7dOiQ3+Ljk08+gc1mw5o1a6BpGlpbW3H55ZfP2vMVFRXh8OHDfmNjrxNRcBw4cAA2mw0/+tGP9LEzZ87M6BiFhYU4fPgw/vEf/1Efm+nvdFdXFyorK/Hkk0/qrzdHjx6FLMszOo7JZAIAKIoyo8cREYUTrs2IFi6uzSjYuB2Pgq6lpQUPPfQQqqqqsGvXLjz99NO49957sWjRInzlK1/Bvffei127duH06dM4cuQIfvWrX+GNN9447+e7++678d577+Hpp59GTU0NXnzxRbz11luz+BMR0XQtWrQIzc3NeOWVV3D69Gn87ne/m1HPAQD4zne+gz//+c/44x//iJqaGvzyl7/Ep59+Oq1v4EbEx8cjKSkJL774Impra7F//37cf//9474lnEpmZiYEQcBf/vIXdHR0YGBgYEaPJyIKB1ybES1cXJtRsDGEoqC75ZZboKoqNm/ejPvuuw9f/epXce+99wIAnnnmGdxxxx147LHHsHr1atx666348MMPkZWVdd7Pt2bNGvzyl7/Eb3/7W6xfvx5vv/02fvCDH4wrIyeiwNu6dSvuu+8+bN++HevXr0dZWRkefvjhGR3j5ptvxgMPPIAf//jHuPzyy3HixAnceeedM/qdFkURO3bswPHjx/GFL3wBDzzwAB555BGYzeYZzcVut2P79u34yU9+goKCAjzwwAMzejwRUTjg2oxo4eLajIJN6Onp4eZJWnC2b9+Offv24e9//3uop0JEs+COO+6ALMt4+eWXQz0VIiI6D1ybEc0vXJvRZNgTihaEp59+Ghs2bEB0dDT27t2LF154YcbN9ogoPDidTvzud7/DlVdeCYPBgDfeeAO7d+/Giy++GOqpERHRNHFtRjR/cG1GM8FKKFoQvvnNb2L//v3o6+tDdnY2vvGNb+Cee+6Z0T5lIgoPQ0NDuO2221BeXg6Xy4W8vDz84Ac/wFe+8pVQT42IiKaJazOi+YNrM5oJhlBERERERERERBRwbExOREREREREREQBxxCKiIiIiIiIiIgCjiEUEREREREREREFHEMoIgp799xzD5YsWRLqaRARERERuDYjovNnCPUEiGjham9vxzPPPIM9e/agoaEBmqYhNzcXW7ZswXe+8x2kpaWFeopERERECwbXZkQUaAyhiCgkjhw5gltuuQX9/f24+eab8U//9E8QRRHHjx/HH/7wB7z55ps4dOhQqKdJREREtCBwbUZEwcAQioiCrqenB3fccQcEQcDevXtRUlLid/ujjz6Kp556KkSzIyIiIlpYuDYjomBhTygiCrrf//73cDgc+MlPfjJukQMAcXFxePzxx895jD/96U+44YYbUFhYiJSUFKxcuRJPPfUUVFX1u19tbS2+8f/Zu/O4Ksv8/+PvAwgiorgguJtK7qmVS5aaSyFakoplo6mVY9FYOmWlfc2lmtDSnFancloscknNUktLRXPLypzU0jS3clcEBASBw/n94Y8TZ0EOcFZ4PR+PeTT3dS98gFvOdd7nuq579Gi1aNFCERERatOmjUaNGqWTJ0+aj9m0aZNiYmLUuHFj1a9fXzfeeKOeeOIJ53yzAAAAXo6+GQB3YSQUALf76quvVLlyZQ0aNKjU13j33XcVFRWlvn37Kjg4WElJSZo+fbouXryoqVOnSpJyc3M1ePBgZWdna8yYMYqIiNCZM2e0YcMGnTx5UvXq1dP+/ft19913q3Xr1po0aZKqVKmio0ePau3atc76dgEAALwafTMA7mJITU01eboIABVLkyZN1KBBA23ZssWh4+Pj47Vlyxbt2bPH3Hbp0iVVqVLF4rhHH31Uy5cv1+HDhxUUFKQ9e/aoe/fu+vDDDxUbG2v32vPmzdPkyZN16NAh1apVq/TfFAAAgI+ibwbAXZiOB8Dt0tPTFRoaWqZrFHRyjEajUlNTlZycrFtuuUWZmZk6ePCgJJm/xvr165WZmWn3OgXHrF692ma4OAAAQEVA3wyAuxBCAXC70NBQpaenl+ka27dvV0xMjOrWrasmTZqoWbNmeuihhyRJaWlpkq58qvfwww9rwYIFatasmWJjY/XWW28pOTnZfJ0hQ4aoS5cueuyxx9S8eXONHj1aS5YsUW5ubpnqAwAA8BX0zQC4CyEUALdr0aKFfv/9d+Xk5JTq/KNHj2rQoEFKS0tTQkKCFi9erBUrVmjGjBmSZPGp2cyZM7V9+3Y99dRTMhqNevbZZ9WpUyft27dPkhQcHKyvvvpKX3zxhUaMGKGDBw9q7Nix6tOnj7Kyssr+zQIAAHg5+mYA3IUQCoDbxcTEKDs7WytWrCjV+V9++aWys7O1aNEiPfjgg4qOjtatt96qsLAwu8e3atVKjz/+uFatWqVNmzbp4sWLmjdvnnm/n5+fevTooeeee05bt27VnDlztHv3bq1cubJU9QEAAPgS+mYA3IUQCoDbjR49WvXq1dOUKVP022+/2ey/ePGinnvuuSLP9/f3lySZTH89V+Hy5ct65513bK6Tl5dn0daiRQsFBwcrNTVVknThwgWb67dv316SzMcAAACUZ/TNALhLgKcLAFDxhIWFKTExUUOHDlXPnj0VFxen66+/Xn5+fvrll1+0bNky1axZ0/w4X2t9+vRRYGCghg0bptGjRysnJ0eLFi2Sn59lrv7tt9/qySef1MCBAxUVFSWTyaTly5crPT1dQ4YMkSS99NJL2rJli6Kjo9WoUSOlpqbqvffeU0hIiPr16+fynwUAAICn0TcD4C6EUAA8omPHjtq+fbveeOMNrVmzRsuWLZPJZFLTpk11//33mxeytKd58+ZKTEzUc889p2nTpqlWrVoaNmyYbrnlFg0aNMh8XNu2bdW3b1998803WrBggYKCgtSqVSslJiZqwIABkqT+/fvr+PHjWrhwoc6fP6+aNWuqU6dOeuqpp9SoUSOX/xwAAAC8AX0zAO5gSE1NNRV/GAAAAAAAAFB6rAkFAAAAAAAAlyOEAgAAAAAAgMsRQgEAAAAAAMDlCKEAAAAAAADgcoRQAAAAAAAAcDlCKAAAAAAAALgcIRQAAAAAAABcjhAKAAAAAAAALkcIBQAAAAAAAJcjhAIAAAAAAIDLEUIBAAAAAADA5QihAAAAAAAA4HKEUAAAAAAAAHA5QigAAAAAAAC4HCEUAAAAAAAAXI4QCgAAAAAAAC5HCAUAAAAAAACXI4QCAAAAAACAyxFCAQAAAAAAwOUIoQAAAAAAAOByhFAAAAAAAABwOUIoAAAAAAAAuBwhFAAAAAAAAFyOEAoAAAAAAAAuRwgFAAAAAAAAlyOEAgAAAAAAgMsRQgEAAAAAAMDlCKEAK8eOHVNYWJji4+M9XQp8SLt27dSuXTtPl+F0CQkJCgsL0+bNm936dRMTExUWFqbExESL9vL6cwYAlA/0I92HnzXgmwihUCEcOHBATz75pG666SY1atRI4eHhatmype6++24tWLBA2dnZni7R5xSEBGFhYZo6dardYzZv3qywsDCNHTvWzdX5loJOVFhYmPr06SOTyWT3uLCwMLVu3drN1QEAULHRj3S+wv3I/v37F3ncsWPHVKNGDfOxjoiPj1dYWJiOHTvmrHIBOFGApwsAXG3WrFmaNWuW8vPz1alTJw0bNkxVq1bV2bNntWXLFj322GN67733tHHjRk+X6rPefvttjRkzRo0aNfJ0KT5v586dWr58uYYMGeLpUrzSF1984ekSAAAVCP1I1woICNC2bdt08OBBRUVF2ez/6KOPZDKZFBAQoLy8PIt99erV0/fff69q1aq5q1wATkAIhXJtzpw5SkhIUIMGDfTBBx/oxhtvtDlmzZo1euONNzxQXfnQtGlTHT58WM8//7zeffddT5fj0xo0aKCzZ8/queee05133qnAwEBPl+R1rrnmGk+XAACoIOhHul50dLRWr16tBQsW6Pnnn7fYZzQalZiYqOuvv16nT5/WyZMnLfZXqlRJ1157rTvLBeAETMdDuXXs2DHNnDlTlSpV0pIlS+x2HCSpX79+WrZsWbHX+/333zV9+nTdeuutatasmerUqaO2bdtq/PjxOnHihM3xJpNJn3zyiW6//XY1a9ZMERERatOmjQYPHqzly5dbHLt37149+OCDateunerUqaNmzZqpR48emjRpknJzc69a1/fff6+wsDCNGDGiyGM6d+6sOnXqKCUlpcS1FWfQoEG67rrrtHTpUu3atcvh89LS0jRjxgzdeOONioiIUOPGjTV48GC7nyQWTOtLSEjQzp07dffdd6tJkyYWQ60L1grKyMjQ5MmT1aZNG0VGRuqWW27RqlWrJEl5eXmaM2eOrr/+ekVERKhDhw565513bL5eTk6O3nnnHQ0dOlRt27ZVnTp11KRJE8XGxuqbb74p0c+nJBo0aKAHHnhAx44d09tvv+3QOUWtnVQgLCxMAwYMsGk3Go167733FB0drUaNGikyMlIdO3bUo48+qkOHDjn0tQ8cOKD4+Hi1adNGderUUVRUlMaMGaODBw/aPf706dOaOHGi2rVrp/DwcDVr1kwjRozQ//73P4e+nsSaUAAA96Af+RdX9iNbtWqlzp07a+HChTa1rl27VqdOndKoUaPsnmtvTaiwsDAtXLhQktSJOgboAAAgAElEQVS+fXvzND7rvsOhQ4f00EMPqVWrVubplQ899JDdPlB6erpeeukl3XTTTWrYsKEaNGigDh066P7777fbh/nxxx81cuRIXXvttQoPD1ebNm00YcIEnTp1yubYo0ePavz48erYsaMiIyPVpEkTdevWTf/85z914cKF4n+AgA9iJBTKrcTEROXm5mrIkCHFrqMTFBRU7PVWrlyp9957T927d1fnzp0VGBio/fv3a8GCBVqzZo2SkpJUr1498/HPP/+8XnnlFTVu3FiDBg1StWrVdPr0ae3atUsrVqzQ4MGDJV3pOPTt21cGg0ExMTFq3Lix0tPTdfjwYf33v//VlClTVKlSpSLr6ty5s6KiorR27VpduHBBNWvWtNi/c+dOHThwQAMHDlSNGjVKVJsjDAaDnn/+ecXGxmrKlClavXp1seekpqaqX79+2r9/v66//nrFx8crOTlZK1as0KBBg/TKK6/o/vvvtznvhx9+0Ny5c9W1a1eNGDFCycnJFqOF8vLyNGjQIKWkpKh///7KycnRsmXLNHLkSH322WeaP3++du7cqb59+yooKEgrVqzQU089pdq1a1t8zykpKZo0aZK6dOmiXr16qXbt2jp9+rTWrFmjoUOH6rXXXtPIkSMd/hmVxNNPP62FCxdqzpw5GjFihPl35kw5OTm6++67tXHjRjVo0EBxcXEKDQ3VH3/8oVWrVqlr165q1qzZVa+xbt063XfffcrNzVW/fv3UtGlTnTx5UitXrtTXX3+tL774Qh06dDAff/ToUcXExOjUqVPq0aOH4uLidOLECa1YsUJff/21FixYoH79+jn9ewUAoDToR17h6n6kJI0cOVLjxo3Tl19+qdjYWHP7hx9+qKpVq2rw4MGaNWuWQ9d6+umntXr1au3du1cPP/ywqlevLknm/0rSTz/9pLvuukvp6emKiYlRy5YtdeDAAX366af66quv9Pnnn6tjx46SrgRucXFx2rFjhzp37qz77rtPAQEBOnHihLZs2aKbbrrJor/z8ccfa/z48QoKClJMTIzq16+vQ4cOmX/P33zzjRo2bCjpyodzvXr1Unp6um677TYNHDhQ2dnZOnbsmBYvXqy///3vNr8PoDwghEK59d1330mSevbs6ZTr3XPPPXrkkUdsOhobNmxQXFycZs+erVdeecXc/v7776tevXravn27qlSpYnFOcnKy+f8vXLhQ2dnZSkxMtBmxkpqaanOuPffee6+ee+45LV261GYR8IJPg+69994S1+aonj17Kjo6WmvXrtWXX3551QUmJWn69Onav3+/Ro8erblz58pgMEiSJkyYoF69eunpp59W79691bhxY4vzNmzYoLlz59oNqCTp1KlTuu6667Rq1Srz7+mee+5R//79NWrUKF1zzTXatm2beWHLf/zjH+rUqZPmzp1r0WEKCwvTnj17VL9+fYvrp6WlqV+/fpo6daqGDh2q4ODgkv2gHFCjRg1NnDhRzz77rF5++WW9+OKLTv8aM2fO1MaNG9WvXz99+OGHFvf05cuXlZ6eftXzU1NT9eCDDyo4OFhJSUlq2bKled++ffvUt29fPfbYY/r222/N7Y8//rhOnTqlKVOmaOLEieb2Bx98UP3791d8fLz27NmjqlWrOvE7BQCgdOhH/nX9gmNKWpujBg8erGeeeUYffvihOYQ6efKk1q1bp+HDhys0NNTha02ePFl//PGH9u7dq/j4eJu+pMlk0sMPP6yLFy/qnXfe0d13323et3z5cj3wwAMaO3asduzYIT8/P/3666/asWOHBgwYYDPqPD8/XxcvXjRv//777/rnP/+pRo0aafXq1Rah4qZNmzRo0CBNmjTJfJ3PP/9cKSkpSkhIsHnCX2Zmpvz8mLSE8ok7G+XWmTNnJMniBaAs6tWrZ/eTrt69e6tly5Zav369zb6AgAD5+/vbtNeqVcumzV6gERYW5tAL0D333CM/Pz9zR6FAwUig8PBw3XbbbaWuzREzZsyQv7+/pk+fbrNwZGG5ublasmSJqlatqmnTppkDKElq1qyZxo4dq5ycHC1atMjm3Hbt2hUZQBWYOXOmxe+pW7duaty4sVJTUzV9+nSLJ6s0adJEXbp00a+//iqj0WhuDwoKsgmgpCufog0fPlypqan66aefrlpHWYwdO1aNGjXS/PnzdfToUade22g0av78+QoODtbcuXNt7umgoCDVrl37qtdYuHCh0tLSNHnyZIsASroyrH7kyJHavXu39u/fL0k6ceKENmzYoAYNGmj8+PEWx3fp0kVDhgxRSkqKVq5c6YTvEACAsqMf6b5+ZJUqVRQXF6ekpCTzMgsff/yxjEZjkVPxSmvHjh06cOCAOnfubBFASVfCsJtuukkHDx7U9u3bLfbZ+/n6+flZ9Cv/+9//Kjc3VzNnzrS5b3r27KmYmBitWbPG5sM+e9cOCQlxyYedgDcghEK5VfCY+8IhR1mvt3jxYsXGxqpZs2aqVauWeZ75r7/+ajPPe+jQofrjjz/UtWtXzZgxQ+vWrVNaWprNdQcPHix/f38NHz5cDz30kBYuXKgjR46UqLb69eurZ8+e2rVrl/mNvyR99dVXSklJ0dChQxUQ8NfAR0drK4mWLVvqvvvu04EDB/TBBx8UedyBAwd06dIltW3b1u5Usx49ekiSdu/ebbPvhhtuuGoN1atXt7twdd26dSXJYrh0gXr16sloNJo7mwX27dun+Ph4tW/fXpGRkebf9ZQpUyTJ7rx+ZwkKCtLUqVOVk5Oj6dOnO/XaBw4c0MWLF9WmTRvzz6WkfvjhB0lXpgAkJCTY/K9gPYXffvtN0l+/y27dutmdEnC13zkAAJ5AP9K9/ciRI0fKZDLpo48+Un5+vj766CO1adOm2L5fSf3888+S/up7WOvevbukv/okLVu2VLt27bR06VJFR0fr1Vdf1Y4dO5STk2NzbkH/aOvWrXb7R+fPn5fRaDT3k2JiYlS1alVNnDhR9913nz744APt27fPfO8B5RXT8VBuRUZG6sCBA3YXeyyNZ555RvPmzVNkZKT69OmjunXrqnLlypKkTz75RH/++afF8QkJCbrmmmv08ccfa+7cuZo7d64CAgJ022236V//+peaNm0q6Uqw8tVXX2nOnDn64osvtHjxYklSVFSUnn76acXFxTlU39/+9jclJSVp4cKFmjFjhiT7Q6hLUltpfkZLly7VrFmzdM8999g9pmDYckREhN39kZGRkmS3M1OnTp2rfv2iHtFb8Eld4fUArPcVXgzzhx9+0MCBA5WXl2f+5Co0NFR+fn7as2ePvvzyS12+fPmqtZTVkCFD9NZbb2nFihX64Ycf1KlTJ6dct+DnWtoASpJ5ocwPP/zwqsdlZmZKKtvvHAAAT6Af6d5+ZIcOHdS+fXt98skn6tSpk/7880+99NJLJb5OcUraJ/H399fKlSs1a9YsffHFF5o2bZokKTQ0VMOGDdO0adPMSwkU9I9ee+21q9aQkZEhSWrUqJHWr1+vmTNnav369eYR4Q0aNNC4ceP08MMPl+VbBbwWIRTKra5du+rbb7/Vt99+W+ZFpM+dO6e3335brVu31tq1a23mptt7Koq/v7/i4+MVHx+vc+fOafv27Vq+fLlWrFih/fv367vvvjMPy+7cubMWL16sy5cv63//+5/WrVund955R2PGjFHt2rV16623FlvjHXfcoWrVqmnJkiWaOnWqUlJStG7dOrVt29bmiSAlqa0k6tSpo0cffVQJCQn697//bbfugqDo7Nmzdq9x+vRpi+MKc9ankcWZPXu2srKytHLlSvMnYgVeeeUVffnlly6voWDB9wEDBujZZ5/VmjVr7B5XMMy+8HTCAqmpqTZtBUFcWUZyFfxutmzZorZt2zp8vPVoswJX+50DAOAJ9CPd348cPXq0/vnPf+rxxx9XcHCwzXQ5ZyhNn6TgCc0JCQk6fPiwtmzZog8++EDvvvuu0tLSzE9aLjjnjz/+cLhP06JFC73//vvKy8vT3r17tXHjRr3zzjuaNGmSqlSp4rIH4QCexHQ8lFvDhw9XpUqV9MUXX1gMLbanuFEtR48eVX5+vnr16mXTcThx4kSx6/aEh4dr4MCB+uCDD9SjRw8dOXJE+/btszkuKChIXbp00f/93/+ZnwLiyNPmpCvzye+66y6dOnVKGzdu1JIlS5SXl2fz6VVpa3PUo48+qrp16+qtt97SyZMnbfZHRUWpSpUq2rNnj92QZPPmzZKuPFbXUw4fPqwaNWrYBFDSlSHW7nLzzTerf//++u677/T555/bPaZgLYLjx4/b7LP32OBrr71W1atX1y+//FLqIKpgVJb1eglFue666yRdWeTV3nph3vA7BwCgMPqR7u9HxsXFKSQkRCdOnFBsbKzFekslUTDKPT8/32ZfQZ+kqP7cli1bJBXdJ2natKlGjhyp1atXq2rVqvrqq6/M+0raPyosICBAHTp00IQJEzR//nxJjv/uAF9DCIVyq3Hjxpo0aZL5cfS7du2ye9y6deuKHarcqFEjSVfeRBcecZKRkaHx48fbvLG+fPmyNm3aZDOnOzc3VykpKZL+WoRw27ZtdqchnTt3TpIceqpJgb/97W+SpEWLFmnRokUKCAiw+RSpJLWVRpUqVfTMM88oKyvL7uN0AwMDNXToUGVkZOhf//qXxb4jR47o7bffVqVKlYqczucOjRo1UkpKivbu3WvRvmDBArsLh7rSc889p4CAAPPQeGsdO3aUn5+fli5dqkuXLpnbU1JSNHXqVJvj/f39NWbMGGVlZemf//ynTcc5JydH58+fv2pNw4cPV/Xq1TVr1izt3LnTZn9+fr45WJKurDXRq1cv/fHHH5o3b57FsT/++KOWLl2qsLAw3XHHHVf9ugAAuAv9SPf3I0NDQ7V06VJ9/PHH5jU4S6NmzZqSZDPFUboywi0qKkrbt2+3+YDv888/17Zt29S8eXPddNNNkq4EiPZCtdTUVF2+fNk8pVKS/v73v6tSpUp65pln9Pvvv9uck5OTo23btpm3d+7caXdmQGl+d4AvYToeyrUnnnhCeXl5mjVrlnr16qUuXbqoQ4cOqlq1qs6ePatt27bp0KFD6tix41WvExERoSFDhmjZsmXq3r27evXqpYsXLyopKUmVK1dWu3bttGfPHvPxWVlZio2NVaNGjXTjjTeqYcOGys7O1saNG/Xbb78pJiZGLVq0kCS98cYbSkpK0i233KImTZooJCRE+/bt07p16xQWFqbRo0c7/P127dpVTZs21YoVK5Sbm6t+/fopPDzc4piS1FZaw4cP17x58/Trr7/a3T99+nRt375d7777rnbt2qXu3bsrOTlZK1asUHp6ul5++WU1adKkTDWURXx8vNavX6+YmBjdddddqlatmnbt2qXvvvtOsbGxRY5KcoXmzZtr9OjR5k/FrEVGRmro0KFavHixunfvrttvv13p6en65ptv1K1bN7uLfT/99NP68ccftWbNGt1www3q16+fqlatan6K3XPPPafhw4cXWVPNmjW1YMECjRgxQn379lXPnj3VsmVL+fn56fjx4/rhhx904cIFi6Huc+fOVXR0tJ599llt2LBBHTt21PHjx/X555/Lz89Pb775ZokewQwAgKvRj3R/P7Ig/CmLnj176rXXXtP48eMVGxurkJAQVa9eXWPHjpXBYNC8efM0aNAg3X///erfv7+uvfZaHTx4UKtXr1ZoaKj+85//mJc72Lt3r0aMGKEOHTqoVatWqlu3rs6fP68vv/xSubm5Fk/9vfbaa/XGG29o3Lhx6tq1q/r06aPmzZsrNzdXx48f1/bt21W7dm3zAuaffvqp5s+fr5tvvllNmzZVWFiYjhw5ojVr1igoKEjx8fFl/lkA3ogQCuXe008/rbvuukvz58/Xli1b9Mknnyg7O1s1a9ZUu3btNH78eIdG3bz++utq0qSJli9frvnz56t27dqKiYnRM888o/vuu8/i2JCQEM2YMUObN2/W999/bx6ye8011+iVV17RiBEjzMeOGTNGYWFh2rlzp3bs2KG8vDzVq1dPDz74oMaNG2f+9MxR9957r3mEkb0h1CWprbT8/Pz0/PPPa8iQIXb316hRQ19//bXmzp2rlStX6s0331TlypV1/fXX67HHHlPv3r3LXENZ9O3bV4sWLdLs2bP12Wefyc/PTzfccINWrlypo0ePujWEkqRJkyZpyZIl5sU0rb322muqU6eOli1bpvnz56tBgwZ66KGH9Nhjj+mzzz6zOT4wMFDLli3Te++9p0WLFmnhwoUymUyKjIzUHXfc4VAHsGfPntqyZYveeOMNrV+/Xtu3b1dgYKAiIyPVvXt3DRw40OL4Jk2aKCkpSbNnz9bXX3+tLVu2KDQ0VH369NHEiRN1/fXXl+6HAwCAC9GPtOSOfmRZ9enTRy+88IIWLFigt956Szk5OWrYsKHGjh0rSbrxxhu1YcMGvfzyy9q0aZPWrFmjWrVqKS4uTk8++aSioqLM1+rYsaMef/xxbd26VevXr1dqaqpq166tDh066KGHHtJtt91m8bXvuecetW3bVm+88YY2b96spKQkValSRXXr1lVsbKwGDRpkPjYuLk45OTnasWOHfv75Z2VnZ6tu3boaPHiwxo0bp9atW7vnBwa4mSE1NZVnQAIAAAAAAMClWBMKAAAAAAAALkcIBQAAAAAAAJdjTSgAcLLdu3c7/FjdyZMnu7gaAAAAAPAOrAkFAE6WmJiof/zjHw4dm5qa6uJqAAAAAMA7EEIBAAAAAADA5VgTCgAAAAAAAC5HCAUAAAAAAACXI4QCAAAAAACAyxFCAQAAAAAAwOUIoQAAAAAAAOByhFAAAAAAAABwOUIoAAAASJK2bt2qYcOGqVWrVgoLC1NiYqJ5X25urqZNm6Zu3bqpXr16atGihcaMGaM///zTgxUDAABfQggFAAAASVJmZqZat26tmTNnKjg42GLfpUuX9PPPP2vixInatGmTPvnkE504cUJxcXHKy8vzUMUAAMCXGFJTU02eLgIAAADepX79+nrppZc0fPjwIo/Zv3+/unbtqq1bt6pNmzZurA4AAPgiRkIBAACgVNLT0yVJYWFhHq4EAAD4AkIoAAAAlFhOTo6mTJmifv36qX79+p4uBwAA+IAATxcAAAAA35KXl6exY8cqLS1NCxcuLPb4gwcPuqEqAADgaVFRUVfdTwgFAAAAh+Xl5enBBx/Ur7/+qlWrVqlmzZrFnlNchxQAAFQMhFAAAABwSG5urh544AHt27dPq1atUkREhKdLAgAAPoQQCgAAAJKkjIwMHT58WJKUn5+v48ePa/fu3apRo4bq1q2rUaNGadeuXVq4cKEMBoPOnDkjSapWrZqCg4M9WToAAPABhtTUVJOniwAAAIDnbd68WXfeeadN+7333qtJkyapffv2ds978803NXz4cFeXBwAAfBwhFAAAAAAAAFzOz9MFAABQFjk5Obp06ZKys7M9XQoAAAAkXb582dMlwEuxJhQAwCfl5eVp4cKF2rt3r0ymK4N6GzZsqNGjRys0NNTD1QEAAFQ8ly5d0quvvqpffvlFkZGRevzxx1WvXj1PlwUvwkgoAIBP2rdvn/bs2WMOoCTpzz//1NatWz1YFQAAQMW1ZcsW/fLLL5Kk06dPa8WKFR6uCN6GEAoA4JPOnTtXonYAAAC41vbt2y22t23b5qFK4K0IoQAAPunSpUt227OystxcCQAAACTJaDR6ugR4OY+GUFu3btWwYcPUqlUrhYWFKTEx0bwvNzdX06ZNU7du3VSvXj21aNFCY8aM0Z9//unBigEA3qKoEKqodgAAAACe5dEQKjMzU61bt9bMmTMVHBxsse/SpUv6+eefNXHiRG3atEmffPKJTpw4obi4OOXl5XmoYgCAtyCEAgAA8C4Gg8HTJcDLefTpeLfffrtuv/12SdIjjzxisa969eo2i5jNnTtXXbt21W+//aY2bdq4rU4AgPfJzMy0256RkSGTyUQnCAAAAPAyPrUmVHp6uiQpLCzMw5UAADwtIyPDbnteXp5ycnLcXA0AAACA4nh0JFRJ5OTkaMqUKerXr5/q169/1WMPHjzopqoAAJ5y8eLFIvft3btX1apVc2M18JSoqChPlwAAAAAH+UQIlZeXp7FjxyotLU0LFy4s9ng6pABQvuXm5io3N7fI/bVr11bjxo3dWBEAAACA4nh9CJWXl6cHH3xQv/76q1atWqWaNWt6uiQAgIcVTM8u7X4AAAA4n8lk8nQJ8HJeHULl5ubqgQce0L59+7Rq1SpFRER4uiQAgBcoLmS62lQ9AAAAAJ7h0RAqIyNDhw8fliTl5+fr+PHj2r17t2rUqKG6detq1KhR2rVrlxYuXCiDwaAzZ85IkqpVq6bg4GBPlg4A8KDiQiZGQgEAAADex6NPx9u1a5d69OihHj16KCsrSwkJCerRo4defPFFnThxQl9++aVOnTqlW2+9VS1atDD/b/ny5Z4sGwDgYcWFUIyEAgAAALyPR0dCde/eXampqUXuv9o+AEDFlZaWZrFdL1Q6WWjwE68fAAAA7seaUCiOR0dCAQBQGtYhU6Mwg8W2dUgFAAAAwPMIoQAAPsc6ZGpU3TKESk1N5ZM4AAAANzMYDMUfhAqNEAoA4HOsR0JFhhpUqdArWk5OjrKystxcFQAAQMVm70PA/Px8D1QCb0UIBQDwKUaj0WYkVI3KUlhly+NSUlLcWBUAAADy8vIcakPFRQgFAPApaWlpFp+oVQ2UKvkbFBZsOfz7woUL7i4NAACgQjMajQ61oeIihAIA+BTrcKlgBFQNRkIBAAB4FCOhUBxCKACAT7EOlwpGQDESCgAAwLPsjXoihEJhhFAAAJ9y/vx5i+1awVf+WzPY8rjk5GQ3VQQAAABJys3NtWljOh4KI4QCAPgU63CpZpUrI6BqVTFc9TgAAAC4FtPxUBxCKACAT7EJof7/NDzrkVAXLlzgkzcAAAA3YjoeikMIBQDwGSaTySaEqlXlyn+DAgwKCfyrPT8/X6mpqW6sDgAAoGKzFzjZm6KHiosQCgDgMzIyMpSdnW3eDvSXQgsFT7WrWB5/7tw5N1UGAABQseXn59sdCcXIdBRGCAUA8BnWoVLtKpLB8NdaUNbrQlkvYg4AAADXKGraHdPxUBghFADAZ1iHUNahU22rbUZCAQAAuEdRYRPT8VAYIRQAwGfYGwl1tW1CKAAAAPdgJBQcQQgFAPAZZ8+etdgODzFcddv6eAAAALgGIRQcQQgFAPAZxYVQNYMlv0JNFy9etFjIHAAAAK5BCAVHEEIBAHxCbm6uUlJSLNpqWU2/8/czqFawZRujoQAAAFyPEAqOIIQCAPiEc+fOyWQymbfDKkuB/gab42ozJQ8AAMDtjEaj3XZCKBRGCAUA8AnWYVKdENsA6kr71c8DAACA8xX1FDxCKBRGCAUA8Alnzpyx2A4PsX+c9TpR1ucBAADA+ZiOB0cQQgEAfILjI6EIoQAAANytqLCpqBFSqJgIoQAAPsF2JJT9EKp2iFR4T0pKinJyclxYGQAAAIpaE6qodlRMhFAAAK+Xl5en8+fPW7TVqWr/2EB/g8IKPSHPZDLp3LlzLqwOAAAARY2EIoRCYYRQAACvl5ycrPz8fPN2tSCpcoD9kVASU/IAAADcjTWh4AhCKACA13N0Kl4B6yfkEUIBAAC4FtPx4AhCKACA17MOkaxDJmvWIZX1ouYAAABwLqbjwRGEUAAAr2cdIhU/EooQCgAAwJ0KL51QGCEUCiOEAgB4vZKGULWtRkolJyezHgEAAIALMR0PjiCEAgB4tfz8fJun2xU3Ha9ygEHVgiyvYf10PQAAADgP0/HgCEIoAIBXS0lJsejUVKkkhQRefSSUZDtayjrIAgAAgPOYTCa77UVN00PFRAgFAPBq1uFR7SqOnRdudRwhFAAAgOswHQ+OIIQCAHi1kq4HVaA2i5MDAAC4TVFhEyOhUBghFADAq9mOhHIshAq3WjeKkVAAAACuw9Px4AhCKACAV0tOTrbYtn7yXVFqWYVVLEwOAADgOkWtCVVUOyomQigAgFezDo9qBTs2EqpakBRQ6FUuKytLmZmZziwNKHe2bt2qYcOGqVWrVgoLC1NiYqLFfpPJpISEBLVs2VKRkZEaMGCA9u3b56FqAQDepKiRUIRQKIwQCgDgtXJzc5WammreNkiqEezYuX4Gg2paHctoKODqMjMz1bp1a82cOVPBwbb/2F599VW9+eabmjVrljZs2KDw8HANGjRI6enpHqgWAOBNeDoeHEEIBQDwWhcuXLDYrlZZquTv2EgoyXZKnvXUPgCWbr/9dk2dOlWxsbHy87PsJppMJs2bN08TJkxQbGysWrdurXnz5ikjI0NLly71UMUAAG9BCAVHEEIBALyWdQhV08GpeH8db7mdkpJS1pKACuvYsWM6c+aMevfubW4LDg5Wt27dtGPHDg9WBgDwBoRNcAQhFADAa1mHUI5OxfvreMvQyvp6ABx35swZSVJ4eLhFe3h4uM6ePeuJkgAAPoA1oVBYgKcLAACgKDYhVOWSjYSyDq0IoYCyMxgs/x2aTCabNmsHDx50ZUkAAC9Q1LIHly5d4nWgAomKirrqfkIoAIDXKrwouVSKkVBWoRXT8YDSi4iIkCSdPXtWDRo0MLefP3/eZnSUteI6pAAA37dr1y677cHBwbwOwIzpeAAAr5WWlmaxXb2EI6GqV7a9HkPCgdJp3LixIiIilJSUZG7Lzs7W9u3b1aVLFw9WBgAAfAUjoQAAXssmhAoq2flBAQYF+UuXjVe2jUajMjMzVbVqVSdVCJQvGRkZOnz4sKQrC8weP35cu3fvVo0aNdSwYUPFx8drzpw5ioqKUvPmzTV79myFhIQoLi7Ow5UDAABfQAgFAPBKRqNRFy9etGgLLWEIJV0ZDXU286/ttLQ0Qu1pQxsAACAASURBVCigCLt27dKdd95p3k5ISFBCQoLuvfdezZs3T+PHj1dWVpaefPJJpaam6oYbbtDy5csVGhrqwaoBAICvIIQCAHiljIwMi6lzVSpJlfxLNh1PkkKDDDqb+dd10tLSVL9+fafUCJQ33bt3t1mLrTCDwaDJkydr8uTJbqwKAACUFx5dE2rr1q0aNmyYWrVqpbCwMCUmJlrsN5lMSkhIUMuWLRUZGakBAwZo3759HqoWAOBOGRkZFtuhgaW7jvV5mZmZ9g8EAABAqRX1pNTinqCKisWjIVRmZqZat26tmTNnKjjY9pFHr776qt58803NmjVLGzZsUHh4uAYNGqT09HQPVAsAcCfrECoksHQdmBCrEIrXEAAAAOcjhIIjPBpC3X777Zo6dapiY2Pl52dZislk0rx58zRhwgTFxsaqdevWmjdvnjIyMrR06VIPVQwAcBfrEKpqKUdCVbUKr6yvCwAAgLIjbIIjPBpCXc2xY8d05swZ9e7d29wWHBysbt26aceOHR6sDADgDrYjoUp3HevzmI4HAADgfIyEgiO8NoQ6c+aMJCk8PNyiPTw8XGfPnvVESQAAN8rOzrbYDq5Uug5McCXL7aysrNKWBAAAgCIUFTZZz3pCxeb1T8ezvpFNJlOxSerBgwddWRIAwA1OnTplsV3ZzivWlHV5Ftsv9LU9qHKA5WtGSkoKrxPlSFRUlKdLAAAAKjpsIoRCYV4bQkVEREiSzp49qwYNGpjbz58/bzM6yhodUgDwfT/88IPFdnApX7GsR0KZTCZeJwAAAJyM6XhwhNdGko0bN1ZERISSkpLMbdnZ2dq+fbu6dOniwcoAAO5w+fJli217I6EcYX2e9XUBAABQdoyEgiM8OhIqIyNDhw8fliTl5+fr+PHj2r17t2rUqKGGDRsqPj5ec+bMUVRUlJo3b67Zs2crJCREcXFxniwbAOAGubm5FtuV/Et3nUCrfk9OTk4pKwIAAEBRigqbGAmFwjwaQu3atUt33nmneTshIUEJCQm69957NW/ePI0fP15ZWVl68sknlZqaqhtuuEHLly9XaGioB6sGALiDdVgU6F+6Dox1eEUIBQAA4HyMhIIjPBpCde/eXampqUXuNxgMmjx5siZPnuzGqgAA3sA2hCrddQL8JIMk0//fNhqNMhqN8vcv5QUBAABggxAKjuBuAAB4pbw8yyffBZTyFctgMNicazQaS1kVAAAA7Clq2h0hFArjbgAAeCXroKgs/Rd/QigAAACXYk0oOIIQCgDglfLz8y22/crQf7E+lxAKAADAuYoKoVgCAYURQgEAvJJ1UFTKdcklEUIBAAC4GmtCwRHcDQAAr2QymSy2yzKSm1HgAAAArkUIBUdwNwAAfIOp+ENcci4AAACKRQgFR3A3AAC8kvUilmRQAAAA3osQCo7gbgAAVDg8pQUAAMC5CKHgiABPFwAAgD3WT1IxmqQp6/Kueo71/hf6XnmZy7caCkVnCAAAwLkIoeAI7gYAgFeyCaHyS38t63N5VDAAAIBzFRU2MQIdhRFCAQC8UkCA5WBdYxkWdrI+1/raAAAAKBtGQsER3A0AAK/krJFQJpOJkVAAAAAuVtSIJ0IoFMbdAADwSpUqVbLYzitlCGU0WT4dz9/fn84QAACAkzESCo7gbgAAeCXrECqnlPPxcoyW24GBgaUtCQAAAEUoaiQUa0KhMEIoAIBXsg6hco1FHFgM6/OsrwsAAICyYyQUHMHdAADwStYjlqxHNDnK+jxCKAAAAOdjxBMcQQgFAPBKQUFBFtuXnRRCWV8XAAAAZcfC5HAEdwMAwCvZhFB5pbtOdp7lWlKVK1cubUkAAAAoAmtCwRGEUAAAr2QdFl3OK93C5NbhFSOhAAAAnI8QCo4ghAIAeCXrsCi71COhrn5dAAAAlB0hFBxBCAUA8ErBwcEW284KoapUqVLKigAAAFBShFAojBAKAOCVXBVCsSYUAACA8xE2wRGEUAAAr2QdQmXllm5NKOvzrK8LAAAAwD0IoQAAXskmhCrlSCjr8wihAAAAnI81oeAIQigAgFeyXrspK7d017E+jzWhAAAAAM8ghAIAeCXb6Xilu471dDxCKAAAAMAzCKEAAF4pKChIfn5/vUzl5pfuOoyEAgAAALwDIRQAwCsZDAanBEaXWBMKAADA5Uwm+w+RKaodFRMhFADAa5U1hDKZTDYjoUJCQsp0TQAAANgibIIjCKEAAF6rrIFRdp6UX6g/FBgYqICAgDJWBQAAAEcRTqEwQigAgNcq60ioS4yCAgAAALwGIRQAwGs5O4RiUXIAAADXYE0oOIIQCgDgtco6culSrmWnhxAKAADANQih4AgWxoDPS09P15IlS3TmzBl16NBB/fr1s3isOwDfxXQ8APBNRqNRaWlpqlGjhgwGg6fLAeAGhFBwBCEUfN6aNWv022+/SZI2btyoJk2aqHXr1h6uCoAzlDU0sn4yHiOhAMD1Tpw4oYSEBKWmpqpt27Z6/PHHFRgY6OmyALgYIRQcwXAR+LwffvjBYnvPnj0eqgSAs5U1NMrMYToeALjbmjVrlJqaKknau3cvfTOggiCEgiMIoVDuZGdne7oEAE5S1tDIeiQU0/EAwPWSkpIstjdt2uShSgC4EyEUHEEIhXKHP3JA+VHmNaHynHs9AEDJGY1GT5cAwA2Keh+Wn5/v5krgzQihUO6w+CVQfpT96XiW24RQAAAArlFU2EQIhcIIoVDuMBIKKD+Cg4PLdH4Wa0IBAAC4BWETHEEIBZ9G4ASUb/7+/qpcuXKpz2c6HuBcRqNRL7zwgq677jpFRETouuuu0wsvvKC8vLziTwYAlGtMx4MjAjxdAFAWubm5DrUB8F3BwcGlfuCA9cLkhFBA2fz73//W/PnzNW/ePLVu3Vq//PKL4uPjFRgYqKeeesrT5QEAPIiFyeEIQij4tKysLJs2no4HlC9VqlRRSkpKqc7NKbQWrsFgUFBQkJOqAiqm77//Xv369VNMTIwkqXHjxoqJidHOnTs9XBkAwNNYEwqOYDoefJq9wIkQCihfyrouVOHr+PnxsgeURdeuXbVlyxYdOHBAkrR//35t3rxZt912m4crAwB4GiOh4AhGQsGnEUIB5Z8zQygAZTNhwgRlZGSoS5cu8vf3V15eniZOnKgxY8Z4ujR4MZ5cDFQMhFBwBCEUfNrly5cdagPguwihAO+xfPlyLVq0SPPnz1fLli21Z88eTZo0SY0aNdLIkSOLPO/gwYNurBLeJjMzk3sAqABOnjxptz05OZm/ARVIVFTUVfd7dQhlNBqVkJCgJUuW6MyZM4qIiNDdd9+tSZMmKSDAq0uHm9gLnHJycpSfn8+0G6CcIIQCvMfUqVM1btw4DRkyRJLUpk0b/fnnn5o7d+5VQ6jiOqQo30JCQrgHgArg3LlzdturV6/O3wCYeXWSwxNYUJycnBy77bm5uSxADJQTzgqPKleu7JTrABXZpUuX5O/vb9Hm7+/PorO4KqbiABVDUa8F/A1AYV4dQvEEFhQnNze3yHZCKKB8cFZ4RAgFlF2/fv3073//W40bN1bLli21e/duvfnmmxo2bJinSwMAeBghFBzh1fOVeAILimM0Gu225+XlubkSAK7irPCI6XhA2b300ksaOHCgnnjiCXXp0kVTpkzRqFGj9Oyzz3q6NACAh7EwORzh1SOheAILikPaDpR/jIQCvEdoaKhmzpypmTNneroUAICXKeo9GFO2UZhXh1A8gQXFOXv2rN32I0eO6Pz5826uBoArOOvfcnp6Oq8P5RALnQIA4B0YCQVHeHUIxRNYUJwzZ87YbW/atKnCwsLcXA0AVwgJCXHKdRo0aMDrAwAAgIswSwWO8Oo1oXgCC4rj52f/Fi6qHYDvcdZDBnhYAQAAgOswHQ+O8OqRUDyBBcUJCLB/CxfVDsD3EEIBAAB4P6bjwRFe/U79pZde0r/+9S898cQTOn/+vCIiIjRq1Cg99dRTni4NXqJSpUp22wMDA91cCQBXIYQCAADwfoRNcIRXh1A8gQXFsRc2+fn52UzjBOC7AgICZDAYytyxIYQCAM8wGAyeLgGAGzAdD45g4Rz4NHtvKoOCgujsAOWIwWBwSoDECEkA8AxGRwAVA//W4YhiR0L9+eefkqSGDRtabBen4HjAlYoKoQCUL5UqVVJ2dnaZrkEIBQCewYeDQMXASCg4otgQ6rrrrpPBYNDp06cVGBho3i7OhQsXnFIgcDWEUEDF4IwAiRAKADyD0RFAxcC/dTii2BDqjTfekMFgMC8AXbANeANCKKBicEaAVNSDDAAAAOA6hFMorNgQavjw4VfdBjzJXuDEaAeg/ClrgBQQECA/P5ZBBAAAcJWiwiZCKBRGjxw+zd4bU0Y7AOVPWcNl/i4AAAC4FmETHFHsSKiFCxeW6sL33ntvqc4DSsLf39+mjdEOQPkTEFDsy5VLzwcAlB5LeQAAChTbK3/kkUdKfFGDwUAIBQBwmrKOZGIkFAB4DqMjgIqNvwEorNgQ6ueff3ZHHQAAFIkQCgAAAPB9xYZQjRo1ckcdAAAUiel4AAAAgO8rU6/8l19+0R9//CHpSljVpk0bpxQFAEBhhFAAAACA7ytVr3z16tWaPHmyjh8/btHesGFDvfjiixowYIBTigMAQLL/EIKSIIQCAAAAPK/EvfJ169Zp5MiRqlevnp599lm1aNFCJpNJBw4c0Pvvv69Ro0Zp8eLF6tOnjyvqBQBUQIyEAgAAAHxfiXvlL730klq0aKG1a9cqNDTU3D5gwACNGTNG0dHRevnllwmhAABOU9YQqawjqQAAAACUnV9JT9i7d6+GDx9uEUAVCA0N1fDhw7V7926nFAcUJz8/36aNR4AC5Q/T8QAAAHyTwWDwdAnwIiUOoSpVqqRLly4VuT8zM5NHYcNtjEajTVteXp4HKgHgSmUNoRgJBQAA4FqETXBEiUOom266Se+++64OHTpks+/w4cOaP3++unXr5pTigOLYC5wIoYDyh+l4AAAA3o0QCo4oca9+2rRpio6O1k033aSYmBhFRUVJkg4cOKC1a9eqcuXKmjZtmtMLBewhhAIqBj+/En9mYoEQCgAAAPC8EodQrVq1UlJSkmbMmKH169friy++kCSFhISoX79+evbZZ9W8eXOnFwrYQwgFVAxMxwMAAPBuRY2EKuuHiShfSjW/oVmzZlqwYIHy8/N1/vx5SVLt2rW5ueB29gIne+tEAfBtZX194fUJAADAtZiOB0eUaZENk8mkgIAAVatWjQ4+PMJe4EQIBZQ/hFAAAADeragQinAKhZWqV/7TTz/prrvuUr169dS8eXNt3bpVkpScnKy7775bmzZtcmqRQFFMJpNDbQB8GyEUAACAdyOEgiNK3Cv//vvv1b9/fx05ckTDhg2zeMNfq1YtZWRk6KOPPnJqkUBR7AVO+fn5HqgEgCsRQgEAAHg31oSCI0p8Nzz//PNq1qyZduzYoalTp9rs7969u3788UenFAcUx94fOpJ2oPwhhAIAAAB8X4l75T/99JNGjBihypUr232zX79+fZ05c8YpxQGlQQgFlD9lDZH4uwAAAOBaRfXX6IehsBL36v38/K76ZuDMmTMKDg4uU1GAo+zdi4x4AMqfsnZe/P39nVQJAKCkeAMKVAxMx4MjSnw3dOjQQWvWrLG7LycnR59++qk6d+5c5sIAR9h7Y8mbTaD8YSQUAPguHhoDVAz0t+CIEvfqH3/8cX377bcaN26c9uzZI0k6ffq01q1bp4EDB+rIkSN64oknnF4oYA8hFFAxlLVTQ6cIAADAtRgJBUcElPSEXr166e2339aTTz6pTz75RJIUHx8vk8mk6tWra/78+erUqZPTCwXsCQiwvYXttQHwbYyEAgAA8G70t+CIUr1bj4uLU//+/ZWUlKRDhw4pPz9f11xzjfr06aOqVas6u0agSIRQABxBpwgAPIe/wUDFwEgoOKLU79arVKmiAQMGOLMWoMQIoYCKgel4AAAA3q2osIkQCoVxN8Cn2Vv/iRAKKH+YjgcAvouFyYGKoaj+Fv0wFFbsu/UaNWqU+KYxGAxKTk4udVGAo0jVATiCzg8AeA5/g4GKgX/rcESxIdRTTz3FzQQA8ChehwDAdzESCqgYmI4HRxQbQk2ePNkddQAA4DKEWAAAAK7FwuRwBHcDAAAAAAAoE9aEgiNKHELNnTtX0dHRRe6PiYnR66+/XqaiAAAojM4LUHKnT5/W/v37PV0GAKCCIISCI0ocQn366afq1KlTkfs7deqkRYsWlakowFH5+fk2baw7AACoSN5//3099NBDFm1PPPGEWrdurW7duql79+48MAYA4HJFTbsjhEJhJQ6hjh49qqioqCL3N2vWTMeOHStTUYCjjEajTVteXp4HKgEAwDM+/PBDhYaGmre//fZbvffee4qLi9PUqVN15MgRzZ4924MVAgAqAtaEgiOKXZjcWlBQkE6dOlXk/pMnT3KTwW1ycnIcagMAoLw6duyYRowYYd5esWKF6tevr//85z/y8/NTWlqaPvvsMyUkJHiwSgBAecd0PDiixGlR586d9dFHHyklJcVmX0pKihITE9WlSxenFAcUJzs726bt8uXLHqgEAADPyMnJUaVKlczbSUlJ6tu3r/lDwaZNm+r06dOeKg8AUEEQQsERJQ6hJk2apOTkZN188816/fXXtX79em3YsEGvv/66brnlFp07d05PP/20K2oFbNgLobKysjxQCQAAntG4cWNt3LhRkvTTTz/p6NGj6t27t3n/2bNnLabrAQDgCoRQcESJp+N17NhRixcv1vjx4zV16lTzDWUymdSkSRMtXrxYN954o9MLBey5dOmSTRshFFD+8MABoGgPPPCAnnzySf322286efKk6tevr9tuu828/7vvvlPLli09WCEAoCIghIIjShxCSVLPnj21a9cu/fzzzzpy5IhMJpOaNm2q9u3bc4PBrewFTpcvX5bRaJS/v78HKgIAwL3GjBmjwMBAff3112rfvr0mTJig4OBgSVeWSjh37pweeOABD1cJACjvCKHgiFKFUNKVG6lDhw7q0KGDM+sBSsTeSCjpSjhVtWpVN1cDwFsxkgrl3ciRIzVy5Eib9ho1apin6gEA4EqEUHBEiUOorVu3OnTczTffXOJigJIqKoS6dOkSIRRQjhAiAcXLysrSrl27dO7cOd18882qXbu2S77O6dOnNX36dH3zzTfKyMhQkyZNNGfOHN1yyy0u+XoAAN9GCIXCShxC3XHHHQ7dRBcuXChVQdbo6OBqilr/iXWhABRGiIXy7j//+Y9efPFFpaeny2Aw6LPPPlPPnj2VnJysjh076oUXXrA7UqqkUlNTFR0dra5du2rJkiWqVauWjh07pvDwcCd8FwAAX0bYBEeUOIRauXKlTZvRaNSxY8f0/vvvy2AwaNq0aU4pjo4OimPv6XjSlXWhAJR//v7+qlOnjkJCQpSZmamzZ8/KaDR6uizArRITEzV58mQNGjRIffr00bhx48z7atWqpV69eumzzz5zSgj12muvKTIyUm+//ba5rUmTJmW+LgDA9zEdD44ocQh1tRFIw4cP1+23365t27apZ8+eZSpMoqOD4hUVNhUVTgHwTfZGMoWFhSk6Olo9e/aUv7+/jEajNm3apLVr1yo1NbXY84Hy4s0331R0dLTee+89uyPRO3TooHfffdcpX2v16tXq06eP7r//fm3evFmRkZEaOXKk/v73v/MmAwBgF68PKMzPmRfz9/dXXFycPvroI6dcb/Xq1brhhht0//33q3nz5rrlllv0zjvv8GYCZnl5eSVqB+CbrP/u+/v7Kzo6Wr179zY/CdPf31+9e/dWdHS0zdMxed1AeXbo0CFFR0cXub9WrVpKTk52ytc6evSo/vvf/6pJkyZatmyZHn74Yc2YMcNpIRcAwHcRNsERpX46XlGys7Odth5UQUfnkUce0YQJE7Rnzx49/fTTkqSxY8c65WvAtxU17YbpOED5Yh0i1alTp8gRtz179tS3336rU6dOuaM0wONCQ0OVlpZW5P5Dhw45bZHy/Px8dezY0bz0Qvv27XX48GHNnz//qn2zgwcPOuXrwzdlZmZyDwAVwIkTJ+y2nz9/nr8BFUhUVNRV9zsthLp48aI2b96s119/XR07dnTKNenooDgZGRl228+cOcN9AJQj1p2akJAQm9FOBfz9/RUSEmLRdu7cOf4mlFPFdXQqgh49eigxMVHx8fE2+06cOKEPP/xQsbGxTvlaERERatGihUXbtddeq+PHj1/1PH5PFVtISAj3AFABFDUQIDw8nL8BMCtxCFWjRo0ih9mZTCY1atRIs2fPLnNhEh0dFG/Lli122yMjI7kPgHIsMzNTRqPRbhBlNBqVmZlp0VarVi3+JqDcmjJlivr06aNbb71Vd911lwwGg7755hslJSXpgw8+UKVKlfTUU0855Wt17dpVv//+u0Xb77///v/Yu/foOOv7zuOfZ26SZjS6S7YlSxhbtjEJwYCDE9KEQBNIyG5DyQJnYUtKQpO2nN3Nkmy4JNltc9wsLC3dnoaeZqG0NJc2gTgBAgFCY3AIa262CxQINr5fJHl0H13m+uwfksZ6npmRZqS5z/t1js7oucyjH4k8euYz39/3p+7u7pxcHwAAVLasQ6ivfvWrSSGUYRhqamrS2rVrLf05losbHSwm3e+aw5HTdmcAisw+HW9gYEDPPfecLr300qRzn3vuOQ0MDCz4fKCSrF27Vk8++aRuu+023XXXXTJNU/fee6+kmSqpe+65R11dXTn5WX/8x3+syy67TH/+53+uq666Sq+99pr+7//9v/rGN76Rk+sDAIDKlnUIdfvtt+djHClxo4PFeDyerPYDKE/2ECkWi+mpp56SpJSr49nLwQmhUOk2btyon/zkJxoZGdGBAwcUj8e1Zs2anPWCmnP++efr+9//vr75zW/q7rvv1urVq3XHHXfopptuyunPAQAAlSnnjclziRsdLKampiblfkIooLLE4/GkfSMjI3r44Ye1c+dO+Xw+TUxMaGBgIGU/AkIoVIumpiadf/75kmZ+7ycmJpJ6pC3X5ZdfvuBqfAAAAOlkFELdddddWV94bhW75eJGBwupra3Naj+A8pQuRIrFYhmtgkcIhUr26KOP6tVXX9Wf/umfJvb9n//zf3TXXXcpFArp8ssv19/93d/J6/UWcZQAgGrFfRjmyyiEuvPOOzO62PxeUbkKoYCF1NXVZbUfQHla7s0LNz+oZPfee6/WrVuX2N6zZ4+++c1v6qKLLtKGDRv03e9+V3/1V39V0JYKAIDqw/0WMpFRCPWb3/xm0XNeeeUV3XXXXXrttddy3n8ASCdd2MSnvUBlIYQC0tu/f79+93d/N7H98MMPq6WlRT/+8Y9VU1Mjl8ul7du3E0IBAPIq3f0W92GYL6MQqqOjI+2x3bt3684779Qzzzyj5uZm/Y//8T/0hS98IWcDBBaSKmwyDINKKKDCLPfmJVVPKaBSTE5OWv4e/vKXv9Rv//ZvJ/omnnPOOfre975XrOEBAKocIRTmW/I69rt379Y111yjj33sY3r11Vf1jW98Q6+99pr+23/7bzlvgAmkkypsqq2tlcOx5F9tACWImxcgva6uLu3Zs0eS9O677+rtt9/WpZdemjg+NDREr0QAQN5xv4ZMZL06nr3y6Rvf+Ia+8IUvEDyhKFJVQlEFBVSe5VYyUQmFSnbttdfqf/2v/6WTJ0/q7bffVlNTkz7xiU8kju/evVu9vb1FHCEAoBowHQ+ZyDiEmguffvGLX6ilpYXwCSUh1Se7fNoLVB5CKCC9W265RaFQSE8//bS6urr07W9/W42NjZKk4eFhvfDCC/rjP/7jIo8SAFDpCKGQiYxCqGuuuUbPPPOMWlpa9D//5//UF77wBRo/oyTM9btYbB+A8kZjciA9p9Opr3/96/r617+edKy5uVn79u0rwqgAANWGEAqZyCiE+sUvfiHDMFRbW6t/+qd/0j/90z8teL5hGNq1a1dOBggsxOPxZLQPQHkjhAIyMzo6qmPHjkmSVq9enaiIAgAg39JVnlORjvkyCqEuuugiGYaR77EAWXO5kn+FU+0DUN6YjgcsbPfu3fra176ml156KRG6GoahrVu3atu2bTr//POLPEIAQKVL96Ef92GYL6N3648//ni+xwEsSapwlMAUqDzLvXmhEgqV7NVXX9WnPvUpud1u3XDDDdq4caNM09Q777yjhx9+WJ/61Kf0+OOPE0QBAPKKSihkIu8lIyMjI/q93/s9bdu2Teeee26+fxzAm02gAi3333UsFsvRSIDSs23bNrW3t+vpp5/WqlWrLMe++tWv6rLLLtO2bdu0ffv2Io0Q1Y4PCIHqkC5s4v0Z5nPk+weEw2E9//zzGhkZyfePAiRxowNUIiqhgPReeeUVfe5zn0sKoCRp1apV+tznPqeXX365CCMDAFQTKqGQibyHUECh8WYTqDzL/XfNzQ8qmWmacjqdaY87HA7+NqKo+P0DqgMhFDJBCIWKQyUUUHmohALSO++88/QP//APGh4eTjo2PDysBx98kH5QKCruzYDqkK79AW0RMB/LiKGspXpjyoscUHmWG0LxuoBKdscdd+jKK6/Uli1bdN1112n9+vWSpHfeeUf//M//rPHxcf3N3/xNkUeJasYHAUB1oBIKmSCEQllL9caSN5tA5aESCkjvgx/8oLZv366vfe1r+va3v205tnnzZv3Zn/2ZPvCBDxRpdACVUEC1oBIKmSCEQlmLRqMZ7QNQ3pYbQvEJHCrdhz70IT377LMaGBjQkSNHJEk9PT3q6Ogo8sgAANWCEAqZKEhPKD79QL6kCpx4kQMqD9PxgPTuuusuvfnmm5Kkjo4ObdmyRVu2bEkEUG+99ZbuuuuuYg4RVY5qVKA6EEIhEwUJofjDg3yhEgqoDlRCAendzTbJUwAAIABJREFUeeed+rd/+7e0xwmhAACFkC5s4v0Z5sv7dLyOjo6Uq7UAuUAIBVQHQihg6YLBoNxud7GHAQCocOneh1EJhfkWDaGW8smZYRj66le/uqQBAdlI9caSN5tA5VnuzQs3P6g0b7zxhl5//fXE9v/7f/8v5c3/yMiIHnjgAfX29hZyeACAKsR0PGRi0RDqzjvvzPqihFAoFEIooDpQCQVY/exnP0t8UGgYhv7+7/9ef//3f5/yXL/fr/vuu6+QwwMAVKF0lVDMVMF8i4ZQTKVDuaEHGVB5lvsJGiEUKs0NN9ygj33sYzJNU5dddpluu+02/fZv/7blHMMw5PV6tW7dOnk8niKNFGCRIqBa0BMKmch7TygAAJaL1fEAq87OTnV2dkqSHnvsMW3cuFHt7e1FHhWQGh8QAtUhEomk3E8IhfkIoQAAJY9KKCC93/qt3yr2EAAAYDoeMrKkEOrtt9/W3/7t32rv3r0aHR1Nurk3DEN79+7NyQCBhTgcjqR9TqezCCMBkE80JgdOu/nmm2UYhv7qr/5KTqdTN99886LPMQxD3/72twswOgBAtSKEQiayDqFefPFFXXnllaqvr9f555+vf/3Xf9VHPvIRhUIhvfTSSzrrrLO0efPmfIwVSOJyJf8KE0IBlYfpeMBpO3fulMPhUDwel9Pp1M6dOxftuUNPHgBAvqWbjhcOhws8EpSyrEOobdu2qbOzU//yL/+iWCym3t5e3XLLLbr44ov14osv6pprrtG2bdvyMVYgSarAKVUwBaC8MR0POO31119fcBsAgGKgJxQykTyXaRF79uzRDTfcoKampsRUqLmb+61bt+qzn/2s/uzP/iy3owTScLvdSfsIoYDKw3Q8AACA0kYIhUxk/W7dMAw1NjZKkrxeryRpaGgocby3t1f3339/joYHLCxV4JQqmAJQ3piOB1ht3bo1q/MNw9CuXbvyNBoAAJiOh8xkHUL19PTowIEDkqSamhqdccYZ2rFjhz7zmc9Ikl544QW1tLTkdpRAGlRCAdWBSijA6p133lFdXZ02b96ccpEOAAAKLV3YlC6cQnXK+t36JZdcokceeUR/+qd/KsMw9NnPflbf/OY3deTIEZmmqeeff15f+tKX8jFWIEmqG29uxoHKQwgFWJ133nnas2ePDhw4oKuuukrXXHMNC8MAAIoqXQgVi8UUi8VYQAqSlhBCfeUrX9F/+A//QdFoVG63W1/60pdkmqZ+8pOfyOl06rbbbtMtt9ySj7ECAKoUjckBq1/+8pc6cOCAfvjDH+rhhx/W3/7t32rdunW65pprdPXVV2vNmjXFHiKQwOqMQHVYqOIpHA6rrq6ugKNBqcq6ZKSpqUmbN29OTIMyDEO33HKLfvWrX+nZZ5/VrbfeSk8eAEBO5aISyjTNHI0GKA1r167V7bffrldffVVPP/20PvrRj+q+++7T+eefr49//OO67777LH07gWLh9ReoDgv1fqIvFOYwbwkAUPJyMZ2OKXmoZFu2bNHdd9+tt956Sz/60Y9UU1OjW2+9Vffdd1+xhwZQCQVUiYWCJvpCYc6SOjifOnVKP/rRj3To0CGNjIwkfbphGAY3PQCAnMlFgMSUPFS60dFRPfLII3rooYf0wgsvqKGhQevXry/2sAAAVWKhECoUChVwJChlWYdQTzzxhD7/+c9renpaTqdTPp8v6Rw+7QAA5FIuQqhoNCqPx5OD0QClIxKJ6Mknn9RDDz2kp59+WpJ02WWX6cEHH9Tll1/O7zxKAtPxgMpnmuaCQRMhFOZkHUJ97WtfU2dnp+677z6dd955BE4AgLyLRqPLvgbT8VBJnn/+eT300EN65JFHND4+rg996EO6++679elPf1oNDQ3FHh5gwfsFoPJFo9EFA2dCKMzJOoTq7+/Xn/zJn+j888/Px3gAAEhCTyjA6t//+3+vuro6XXbZZfrMZz6jzs5OSdK+ffvSPueCCy4o1PAACyqhgMq3WMhEY3LMyTqEOvfccxUIBPIxFgAAUiKEApJNTU3pkUce0aOPPrrgeaZpyjAMVsoDAOTNYiEUlVCYk3UItW3bNl1//fX68Ic/rA9/+MP5GBMAABa5mI6Xi2sApeLee+8t9hAAAEiYnp5e1nFUj6xDqAsuuEDf+ta3dOWVV2r16tXq6uqS0+m0nGMYxqKfygEAkAnTNHPWmByoFNddd12xhwAAQAKVUMhU1iHUQw89pD/6oz9KdL9nah4AIJ/i8XhOrsN0PAAAgPxYrNKJEApzljQdb9OmTfr+97+vnp6efIwJAICEXIVHhFAAAAD5sVjIxHQ8zHFk+4RTp07p93//9wmgAAAFkatpdIRQAAAA+TE1NbXgcUIozMk6hNqyZYsOHz6cj7EAAJAkV+ERPaEAAADyY7FKqMVCKlSPrEOou+++Wz/96U/10EMP5WM8AABYMB0PAACgtC0WMtETCnOyDqFuuOEGhcNhffGLX1RXV5e2bNmirVu3Wr4+8IEP5GOs+ou/+As1NTXpv//3/56X6wMASg8hFAAAQGlbbLodlVCYk3Vj8ra2NrW3t6u3tzcf40nr5Zdf1oMPPqj3vOc9Bf25KD+GYRR7CAByiJ5QAAAApW2xkIkQCnOyDqEef/zxfIxjQaOjo/qDP/gD/fVf/7X+9//+3wX/+QCA4qEnFAAAQGlbrBKKxuSYk9V0vKmpKd1888165JFH8jWelL70pS/p05/+tC6++OKC/lyUJ9M0iz0EADnEdDygdNEqAQAgUQmFzGVVCVVXV6ef/vSn2rp1a77Gk+TBBx/UgQMH9J3vfCfj5+zbty+PI0KpCwaD/A4AFaSvry9n1+G1ofKsX7++2EOoWrRKAADMIYRCprKejnf++efr9ddfz8dYkuzbt0/f/OY39fOf/1wejyfj53FDWt3q6+v5HQAqSK76vLW0tPDaAOQIrRIAAPNlEkKZpkn/XmS/Ot6dd96pxx57TPfdd5/C4XA+xpTw0ksvaXBwUB/84AfV2tqq1tZW/frXv9b999+v1tZWlnkEgCrAdDyg9NAqAQAw32IhVCwWy3t+gPKQdSXU5z73OZmmqVtvvVVf+9rXtHLlStXV1VnOMQxDu3btWvbgPvWpT+m8886z7Lv55pu1bt063XLLLVlVRwEAyhMhFFBaltIqAQBQ2SYnJxc9Z2pqSjU1NQUYDUpZ1iFUW1ub2tvbCzKloampSU1NTZZ9Xq9Xzc3NOvvss/P+8wEAxUcIBZSOpbZKoB9bdZuYmOB3AKhwwWBw0XPeeusttbW1FWA0KKbFsqKsQ6jHH398yYMBACBbhFBA6ZjfKmFOLBbTCy+8oAceeEAnTpxI+Sk3/diqm8/n43cAqGDxeDyjqXYdHR1at25dAUaEUpZ1CFVshGAAUF3i8XhOrkMIBSwfrRIAAHbT09MyTXPR8zKZsofKt6QQKhaL6Qc/+IGefvppHTlyRJLU09Ojyy+/XP/xP/5HOZ3OnA4SyAYrLgCVJVfhUa7CLKCa0SoBAGCXabhECAVpCSHU2NiYrrrqKu3evVv19fVas2aNTNPUc889p8cff1wPPvigtm/fLr/fn4/xAovKJIUHUD6YjgcAAFC6CKGQjaxDqG3btmnPnj361re+pc997nOJsutIJKIHHnhAd9xxh7Zt26a77ror54MFAFSfXFUwUQkF5AetEgCguhFCIRuObJ/ws5/9TDfeeKP+8A//0DLv3+1264tf/KJ+//d/X4899lhOBwkAqF70hAIAAChdExMTOT0PlS3rEGpwcFCbNm1Ke/zss8/W4ODgsgYFZCoSiWS0D0D5oicUAABA6cq0wmlqairPI0E5yDqE6u7u1o4dO9Ie37Fjh7q7u5c1KCBTqV7wpqenizASAPnCdDwAAIDSlWkIRSUUpCWEUP/pP/0nPf744/qjP/ojvfXWW4pEIopEInrzzTd1880364knntANN9yQj7ECSVK94AWDwSKMBEC+EEIBAACULnpCIRtZNyb/r//1v+rw4cP6h3/4B/3whz+UYRiSZlYkM01TN954o/7Lf/kvOR8okMrIyEjSvrGxMZmmmfjdBFDeCKEAAABKFz2hkI2sQyjDMPSXf/mX+oM/+AM99dRTOnr0qCSpp6dHl112mc4+++ycDxJIJ1UIFY1GFQwG5ff7izAiALlGCAUAAFC6CKGQjaxDqDlnn302gROKbmBgIO1+QiigMhBCAQAAlC6m4yEbGYVQ5557blYXNQxDe/fuXdKAgGwsFEKtW7euwKMBkA+maZbUdQAAAHAalVDIRkYhVG9vb0b9dY4fP663336bXjwoCNM0deLEiZTH0u0HUH6ohAIAAChdC4ZLhqTZzwEjkYjC4bA8Hk9BxoXSlFEI9eMf/3jB48ePH9c999yjX/3qV/J4PLr++utzMjhgISMjI2lf8I4dO1bg0QDIFyqhAKC88QE1UNkWCqEMj1NmKGY5lxCqui25J5Q0U21yzz336Hvf+55M09R1112nL3/5y1q9enWuxgektVDQ1NfXp0gkIrfbXcARAciHXIVHVEIBQHHwIQBQ2RYModyOpBCqubm5EMNCiVpSCEX4hFIwtzJjKrFYTCdPnlRPT08BRwQgH3IVHvEmCACKg0oooHJFo1GFQqG0xx0eh+bfyQWDwfwPCiUtqxCK8AmlZKEQau44IRRQ/piOBwAAUJoWazZuuB1ZnY/Kl1EIRfiEUpOqKfkWo0uvmMcT2zQnBzAfIRQAFAevv0DlWqyyyfA4LduEUMgohDrvvPMUiUR0zjnn6JZbbtHq1avV39+v/v7+tM+54IILcjZIwG50dFRTU1OJbY+ceo/RQQgFVCCm4wEAAJSmxUIlh8daCcV0PGQUQoXDYUnSa6+9phtvvHHBc03TlGEYGhoaWv7ogDQCgYBlu0M+rTTqLfsGBwcLOSQAJY4QCgAAILeohEK2Mgqh7r333nyPA8jK8PCwZbvZqFO9PHLJoehs67vp6WlNTU2prq6uGEMEkCP0hAIAAChNi4dQVELBKqMQ6rrrrsv3OICsjI2NWbYbVSvDMNSoWg1q0nIeIRRQ3giPAAAAStNioZLDVglFCAXH4qcApScSiVi2a4yZFzePnAueB6B6EWYBAADk1qKVUG4qoWCVUSUUUGqi0ahl2zWbp7psuar9PADlxx4eXbnJoS1dM//Wv/6M9d/4to+d/rN2YszU37wUy/8AAQAAqhSNyZEtKqFQllwua3461wcqqtiC5wEof0axBwAAyAqVqEDlGh8fX/C4UcN0PFgRQqEs1dbWWranzZlqiClZqyLoBwUAAFA4BE5AdVk0hLL1hFrsfFQ+QiiUJZ/PZ9keV0imaSqosGW/1+st5LAAAACqWigUStoXDodTnAmgEizaE8plWMrYw+FwytcJVA9CKJSl5uZmy/awOa2gwolpedJMtRSVUADm8Ok8AORfqsCJhWKAymVftdzOMIykKXlUQ1U3QiiUpZaWFsv2kKY0rCnLPntQBaC6GQbdpAAg31ItCkMIBVQm0zQz6vHkYEoe5qFrM8pSY2OjnE6nYrGZRuQTCuu4aU3h29raijE0AACAqhWPxzPaB6D8TU5OJt6PpTO4/UDSvsWqp1DZqIRCWXI6nUnVUPvNIcs2IRQAAEBhpVqZmNWKgco0Ojq6pOcRQlU3QiiULft0u2O2SqimpqZCDgcAAKDqEUIB1WOp0+oIoaobIRTKlt/vt2xP2FbGa2hoKORwAAAAql5tbW1G+wCUv6VWQi31eagMhFAoW4utfMcND1CZWOMOAEpXqqonp9OZ4kwA5Y7peFgKQiiUrcWWW2c5dqAysKodAABA6RkZGSno81AZCKFQtkKh0ILHw+HwgscBVDZiaAAAgPxhOh6WghAKZevUqVOW7QbVLHgcQHWjogoAACB3hoeHC/o8VAZCKJSlaDSqkydPWvadY6ywbB87dqyQQwJQIFQ4AQAAFN9Sp9UFg0FFIpEcjwblghAKZemdd96xTLfzya1Njg7LOW+99RYvbkAFoIIJAACg9Cynoom+UNWLEAplac+ePZbt9xgd6lGj/PIk9oXDYb355puFHhqAfMuwFIq1CQAAAPIjGo1qfHx8yc9nSl71IoRC2RkcHNTrr79u2fceY4UchqH32KbkPfvss6ySB1SYpf6LpqIKAAAgN4aGhpb1PmtwcDCHo0E5IYRC2dmxY4fi8Xhiu10+nWk0S5Le7+iynHv8+HH95je/Kej4AOTWUsMj+20RIRQAAEBuLDdEIoSqXoRQKCsDAwN65ZVXLPs+4lgjx+ybyxVGvTYZ7ZbjP//5zy2hFQAAAABg6QihsFSEUCgrTzzxhCVQalGd3mebgvdRx5mW7ZMnT2r37t0FGR+A/GOCLQAAQHEFAoGiPh/lixAKZePQoUNJjcYvc/TKaVh/jbuMhqRg6umnn1Y0Gs37GAHkXtI0uiU2Jmc6HgAAQG6cOnWqqM9H+SKEQlkwTVNPPvmkZV+3GvUeoyPl+R939Mqp0284R0ZGtGvXrryOEUB+2MMjKqEAAACKKxchFAtIVSdCKJSFAwcO6MCBA5Z9lzl701Y2NBt12mqstuz75S9/STUUUMWohAIAAMiN5U6nC4VCGh8fz9FoUE5KOoS65557dMkll6i7u1vr1q3TtddemzQdC9XhxRdftGz3Gi2JFfHS+YjjTHnkTGwHg0F+f4AylFQJlel0vDyMBQAAoNpFo9Gc9HQaGBjIwWhQbko6hHr++ef1+c9/Xk899ZQeffRRuVwuXXnllRoeHi720FBAk5OTeuONNyz7PmysWfR59YZH5xurLPtefvnlHI4MQCmjJxQAlAam3ACVJRAI5GT18f7+/hyMBuXGVewBLGT79u2W7e985zvq6enRrl279MlPfrJIo0Kh7d+/3zKNrll1i1ZBzbnA0aVdsWOJ7X379ikSicjtdud8nADyY6k9oXjLAwAAkHu5Co8IoapTSVdC2QWDQcXjcTU1NRV7KCigkydPWrbPMtrkyLCiYZXhV6NqEtvxeJyVGIAqRSUUABRHLiomAJSOXIVHfX19ObkOyktJV0LZ3XbbbTrnnHN04YUXLnjevn37CjQiFMK7775r2V5p+LN6/krDr1EzlNjeu3evJiYmcjI2APk3Ojpq2c64J5TtxKmpKf4+VKD169cXewgA5gmHw0n7WBgGqCz2IoGlIoSqTmUTQt1xxx3atWuXnnzySTmdzgXP5Ya0sjz77LOW7YZ5lU2ZsJ/f3NzM7whQRt5++23L9lKn4/l8Pv7tA0Cepao4HxwcLMJIAORLrkKoEydOyDRNqtWrTFlMx7v99tv14x//WI8++qjWrFlT7OGgwJL7wWTX6cV+Ni9yQHlZ8up4NCYHgIKzV7BLM8EUS7EDlWNZIZTr9P3Y9PS0RkZGcjAilJOSD6FuvfVWPfzww3r00Ue1YcOGYg8HRWCvfIsqu74CMdv5i1XSASgtuWpMTggFAPmXbtoz06GByjA9Pb2s6kZnvXWBqFxVVaF8lHQI9ZWvfEU/+MEPdP/996upqUn9/f3q7+9XMBgs9tBQQDU11ul0IcWyen5I1j4E9usBKG1LDqGohAJy7p577tEll1yi7u5urVu3Ttdee63efPPNYg8LJYQQCqhsyw2NnH6PZfv48ePLuh7KT0mHUPfff7/Gx8f16U9/Whs3bkx8/fVf/3Wxh4YCcrutaXlY2TW3tIdW9usBKG1Lno63yHUAZO/555/X5z//eT311FN69NFH5XK5dOWVV2p4eLjYQ0MJmJiYSPuG8p133inwaADkw3JDI1eD9b3YiRMnlnU9lJ+SbkzO/FBI0tDQkGXbn2Vjcr+sabv9egBKm8Nh/bxkqT2h7NcBkL3t27dbtr/zne+op6dHu3bt0ic/+ckijQql4uDBg0krk845cOCA4vE4r8VAmVtuCEUlFPgrgJLW19enI0eOWPZ1GL6srtFh1Fu2d+/ezVLBQBmxVzDFM0yh4kzHA/IuGAwqHo+rqamp2ENBCQgEAmmPRSIRmpMDFeDYsWPLer6zwRpCLfd6KD+EUChZwWBQ//iP/6hIJJLY55NHzarL6jo9hvXG+OjRo/rpT3+qWCy73lIAisO+mMBSe0Lx6TuQe7fddpvOOeccXXjhhcUeCkrAYtMyqUYHyt9yK5ccPpfkOP3B4NjYGAF1lSnp6XioTqFQSDt37tTOnTsVCoUsxz7uWCenkd0byTPUqA1Gq94xT6/i8NJLL+nQoUO6/PLL9d73vpcKCaCEJVdCZfY8+3mEUEBu3XHHHdq1a5eefPLJRVeepSl1dejr61vw+IEDB6hGB8pYJBLRwMDAsq5hGIacfrdio+HEvl27dmnNmjXLHB1Kxfr16xc8TgiFkhEOh/Xyyy/rX/7lX1KugHiB0akLjM6sr2sYhq52vFd/E3tJw5pK7B8YGNB3v/tddXd36/LLL1dvby9vUoESZP93mXEItch1ACzd7bffru3bt+uxxx7L6I3DYjekqAz79u3Tr3/967THzz77bK1ataqAIwKQSwcPHrRsO3wuxSeyD5adDR5LCCXxd6KaEEKhqIaGhvTWW2/p7bff1rvvvpv207Ez1KR/59i45IqlOsOt653v09/FdmtKEcuxo0eP6v7771d9fb02btyoTZs2acOGDaqtrV3SzwKQW/bwKGZPl9KI284jhAJy49Zbb9X27dv1s5/9TBs2bCj2cFBCGhsbl3UcQGmz929yNniWFkL5rSvk0Zy8uhBCoaBisZgOHz6cCJ76+/sXPL9Obn3UsUZbjW65spyGZ7fS8Otm51b9Mn5Ae8wTSX1lgsGgXn31Vb366qtyOBxau3atzjrrLG3atEnt7e3L+tkAls4+zSfTSqiY7bzFpgsBWNxXvvIV/fCHP9T3vvc9NTU1Jf6O+3w+1dfXL/JsVLru7u60x1pbW+X1egs4GgC5Zg+LXH6PIicns76Oi+bkVY0QCnkTj8cVCAR04sQJHT9+XMePH9exY8c0PT296HPdcuhDxhn6LccZqjVy92vaZNTqKufZ+i3zDD0T3683zVNpx75//37t379fP/vZz9Tc3KzVq1erq6tLnZ2d6urqkt/vz9m4AKRnD4/s4VI69vOohAKW7/7775ckffrTn7bsv/XWW3X77bcXY0goIatXr1ZtbW3Ke73e3t4ijAhALiVXQrnTnLkw+wp5VEJVF0Io5EQsFtPAwEAibDp+/LhOnDihcDi8+JPnaVad3mN06LccPao3avI0WqnD8Ok657k6ao7qhfgRvWMGFFL61fKGh4c1PDys119/PbGvoaFBXV1dia/Ozk41NTXR5BzIsaQQKsPpePbzXC7+5AHLNTIyUuwhoIQ5HA6tW7dO//Zv/5Z0jH4vQPmzh0X2MClTiRXyZsvbx8fHNTY2poaGhmWPEaWPO3JkJRaLaXh4WKdOnVIgENDAwIBOnDihkydPLmm1E4cM9ahRZznatcFoU7u8BQ1xuo1GXes8RzEzrsPmiH5jBvQbM6CAFi8rHRsb09jYmN56663EPq/Xq66uLq1atUrt7e2Jr/r6esIpYImWGkKxOh4AFN6GDRsIoYAKND09rVOnrLNI7L2dMpVqhbxjx47p7LPPXtYYUR4IoZDENE0Fg0GdOnUq8RUIBBQIBDQ4OKhYLH3FUCa8cmuD0aqNRpt6jVbVGUt78colp+HQWqNFa9WiT2qDBs3JRCB1yBxWLKmDVGqTk5Pat29f0lLUtbW1amtrU1tbWyKYmtumATqwMHsFUzTDECpie6lyu4v/WgMAlS7VtDu3260zzjijCKMBkCt9fX2WbYfPJcO59A/47CvknTx5khCqShBCVbHJyUkNDQ0pEAgkhU2Z9G3KRJ3c6jT86pRfnYZfq4wGtahOjhKvCmo1vLrI6NFF6lHEjKlfQZ0wx3XCHNdJc1z9CiqatAB8etPT0zp27FjKpnsNDQ0pw6nm5mbeNANKDqEy7wllPZHG5ACQf6tXr07at2rVKqZEA2XuxIkTlm2nf2lT8RLPr7e+zzl58uSyrofywV+DChaLxTQyMqLBwUENDQ1paGjI8v3U1FROf55fHnUaDVo1Gzh1Gg1qVE3ZT0NzG06tVqNWG6eXFY6ZcZ3SRCKYOmGOqU9BhRfoK5XO3LS+AwcOJB1rbGxUS0tL4qu1tTXxyBQ/VAv7G5dIhvmvvWKKUBcA8q+lpSVpHysnAuXPHhItdSpeuufbQy5ULkKoMmaaZqKaaX64NLc9MjIi08ywZCAL9fKoTV61Gl61GV51qF6dhl/+PDYSLzVOw6GV8mul4df5s/vipqlBTeqEOa6AOaGAJjVoTiqgySWFU5I0Ojqq0dFRHTx4MOmY2+1OCqfmf88bblQK++9yNMNSKHsIxafwAJB/qT4g4/UXKH9JIVT9ckMoayUVlVDVg78IJc40TY2NjWlwcFCDg4OJvkxzX7maNmfnkVOtmgmZ5gKndsOnVnlVa/Brk4rDMNQun9oNn2W/aZoaVzgpmAqYkxrWlOIZ9puyi0Qi6u/vV39/f8rjfr9fbW1tam1tTTzOfdXV1S3pZwLFkBRC0RMKAACgoOzvOZYdQvms7ykDgYCi0SihdRXg/+ESEI/HNTo6mgiY7EFTJBLJy891yaFm1anFqDtd2SSv2gyf/PIw1StHDMNQg2rUYNRorawl6jEzrmFNKTAvmBrUpIbMKY1peonx1Izx8XGNj4+nrKLy+Xwpw6m2tjZ5vYVdoRBYjD08sodL6djP83iW17sAALA03FcA5c8eQjmWGUIZLoeMWqfM6ZkbNtM0FQgEtHLlymVdF6WPEKqAotGo+vr6dOLECfX19SXCpqGhoWWvOJeOX55E0JR4NLxqUZ3q5Sn5BuGVzmk41Caf2mzVU5IUNeMa0bSGzSkNaWr2cTKxHVriFD9JmpiY0MTEhI4cOZJ0rLa2NhFItbW1qbOzU52dnWpubmaJexSFPYRVpbefAAAgAElEQVQKZ1oJRU8oAACAZQsGg5qcnDy9w2HIUbv8BV+cPrei06ff0/T39xNCVQFCqDyZnJzUiRMnLF8DAwOKxzNfUS0T7nnVTPbHJtXJY7AaVLlyGY7ZyjRv0jHTNDWlyLxwakpD5pSGZx9Hl1FFNT09rePHj+v48eOW/TU1NYlAqrOzU6tWrdLKlSspmUXe2SuYwhnmr/bzCKEAIP9S3esGg8EijARArpw6dcqy7fS5clLh6PS5FB08vT0wMLDsa6L08e4xB8bHx3X48GFL4DQyMpKz69fKpRbVqXW2gqnV8KrF8Kp1tpqJEufqYxiGvPLIK49l1b45sdkqqiFzanZ636QGNaUhc1JDmlJsCRFVKBTSwYMHLdP7HA6HOjo61NXVpVWrVqmzs1NnnHEGb/aRUzU11kUPwtHMnheKWn/P7dcBAOTe/v37k/YNDAwoFArxOgyUqaGhIcu2w5ubGMF+HfvPQWUihFoi0zR1+PBh/epXv9Ibb7yx7FXovHKrVV61GNawqVV1qpOboGkBRx1j2t82LaevRrGJkHoDteqONxR7WEXlNBxqne3ztV6tlmNx09SoJaA6HVQNaUoRZV6tF4/H1dfXp76+vsS+uro6bd26VRdddJGamppy9t+E6uVyueRwOBKfrsdMKRo35XIs/Lpor4TizQ8A5Nfbb7+tv/zLv0zaPz4+rm9961u65ZZb1NiY/OEZgNI2ODho2XbU5SiEsl1neHg4J9dFaSOEylIsFtPrr7+u559/PmU/ncU0qVarDL9Wql4dhk8ts4FTnUHlyFLsajil1o+/V5+5+ENyOp2KxWJ68blfa9cv3tAHxtqLPbyS5DAMNatOzUad1tkapc+t5Dc4u4rfgBnUSQV10hzXtDIrP5mamtKzzz6rnTt36txzz9WHP/xhrV69Oh//KagShmHI4/FYVgMNRyXXIn3GQ7ZfWUIoAMi9eDyuAwcOaPfu3XriiScUjaa+X3j33Xf1J3/yJ7riiit07rnnqqOjo8AjBbBUSZVQeQqhqISqDoRQWXjnnXf08MMPZzTVziFDHfJppeHXKqNeq+TXKsNP2JRDRx1jav34e3XRpR9J7HM6nbro0o/oBUlHf7Kv6iuispVYyU81OtNoTuw3TVMjmtZJc3zmS+M6aQY1qum014rH49qzZ4/27Nmj3t5eXXvttXz6iSWrra21hFDTMSm5W5pViEooAMiLYDCo119/XXv37tVrr72m8fHxjJ536tQpPfjgg5Kkzs5OnXvuudq8ebM2btxIj0mghNnf/+aiKbkkOeqs18llSxuULl7tMxQOh/Xd735XoVAo5fEO+bTWaJkJnAy/2uWTm6bgebW/bVqfufhDKY9tvfhD+vGvXlf3ACFULhjzqqfO1ulPLifNiPpmQ6kT5rjeMQc1pUjS8/fv369HH31Uv/d7v1fIYaOC1NbWWrbtVU52cdNMOsd+DQDA4sLhsAKBgE6dOqVDhw7pX//1X7Vv375FW1F42s+Rp3m9po7/WrGJ/qTjc31Uf/7zn6u2tlbvfe97dc4556izs1MdHR2syguUkImJCcu2oyZHIZTHeh0WMagOhFAZikajaQOoS4wz9WHHGlaiKzCnr0ZOZ+r/zZ1Op5w+qh7yzWu4tdZo0drZaX1D5pQei7+tfeZg0rn2P15ANuwB0lTElGRo28dS/xkLx2Rpv+/xeNK+XgBANYvH4xodHdXAwIAGBgZ06tQpy2PWPVoMl2pXbZG7cY0kqa77YoX6disyktywfM709LReeeUVvfLKK4l9TqdT7e3tam9vV0dHR9Kjz+dbyn8ugCWwh0OGJzcBsZEihDJNk37IFY4QKkNer1cf/ehH9eyzzyYd22Ee1HOxQ1qhenUbDVptNGq10ag2eeXgH1DexCZCisViKd9YxmIxxSZSh4bIjYgZ0wmN65g5qqPmmI6ZoxpJMz3P5XLp4x//eIFHiEpSV1dn2Z5epBJqylaQZ38+AFSTyclJS7hk/z4SSa5izorDLZdvpVz1q+Ss75LDdfqDQMNwzIRSLRsUCx5XNHhCscmAtMhKvbFYLGnxk/m8Xq8llJr/fVtbG9P7gByyT7m1h0dLZTgNyWnMrDqjmVB8cnKSkLnC8eqchU9+8pNqb2/XT3/606Q/1nGZs31yxvWSeVySVCuXuowGrVaDuo1GdRoN8stDspsjvYFavfjcry09oea8+Nyv1Rtg6k2uxMy4hjSlY+aojpljOmqOqk9BxRe5gZSkjo4OXX/99Vq1alUBRopKZQ+RphYJoewhFVPxAFSSUCik8fFxjY2NJb7mb899P/eYrpp/ORw1jXLVd8pZv0rOujYZxsKVEc6aBjlrGuRp3SQzFlZ0on8mkAqelBlL32MyncnJSR06dEiHDh1Kedzn88nv96uhoUENDQ0Lfu/3+wmtgAVMTU1Ztg137qbKOtwOxWOnG3lOTU0RQlU4Xm2zYBiG3v/+96unp0ff//73034yM2daUb1rDuldDSU+7PHIqVbVqdXwzT561WZ41SqvvHITUGWhO96gXb94Qy9opgfU/NXxBn/xhj4QZ3W8bMRNU6Oa1qA5qUFNKjD7OGhOaVhTGQVOdlu2bNGVV14pj2eRZcyARXi91jbk9konu8mI9ffV/nwAKCXzQ6Xx8XGNjo5qfHw86fu5kCkfodJCDJdXDo9PhrtezrpWuepXyeFe+ptEw+mRu6Fb7oZumaap+PSwohMnFQ+NKh4OyowEZcbCyxrzxMSEJiYmFr1fn+Pz+RYNq+Z/zxRvVBP7qpeGI4fvWZ3Wa6VbYROVgxBqCVasWKH//J//s/bu3av9+/fryJEjGhxM7oGTSlix2SXvZ+fVznufVCeXWuVVqzH7pdMBVa3B/1WpfGCsXUd/sk8//tXrcvpqFJsIqTdQSwCVhmmaGldYAXNCg5pKBE6D5qSGNKWo4su6vtPpVGdnp3p6evSe97xHvb29ORo5qp09RLKHTHb2kIpP1AAUimmampqa0tjYmILBYCJYmh8kFTtUSuJwy+Gpl8M9EzTNfe/w1MtweWU48he4GIYhZ12LnHUtlv1mLKJ4JKh4eEJmJKh4ZGI2oJpQPBKUzOXds9jNhVYnT57M6Hx7aDX/cf7X3D4+kEM5s88CMpy5C6Hs11r29GCUPJKNJXK73Xr/+9+v97///ZJm/nAdPXpUR44c0ZEjR3T06NGkssXFTCmqYxrTMXMsaZq8Tx61zq5O1qw6tRinv29QTVX3nuqON7AK3jwRM6YRTWvYnNKQpjQ8W8k0NLsdVmzxi2SopaVFPT096unpUXd3tzo7O+V2u3N2fWBOcgi18Pn24/SEArBU0WhU4+PjKQOl+WHS/OOxWO7+1uaGQ4bbOxsu1cvw+ORwzwuanKUXkBhOt5zOZjlrm5OOmaYpMzqleGRCZjg4E1Ylvp+QGc3uHnwpsg2tampqksKp+vr6lMGV3++Xz+djdUCUBNM0k4OhXFZCOQihqg0hVI74fD6dddZZOuussyTN/GMNBAKJQOro0aMaGBhY8iddEwprQmEdMUdndswLqZwy1KQ6NRu1apkXVM091snFNL8KEjdNjSt0OmCaFzINa1rjys+nqX6/XytXrkwETj09Paqvr8/LzwLskkKoRWZpTNiOUwkFYL5IJKKTJ09qcHAwZaA0f3tycrLYw03BkOGqkeGsnX1M/b3DWSPDVSs5Kqvlg2EYM6Ga2yt5k6vfTTMuMxaWGZ2WGQvNfM19Hw3JjE3PPs5+v8ypf5kIhUIKhUIKBAIZnW8YRsqqKntwtWLFCrW1tRFYIa9M01YhkcuXE9trUzye2ypHlB5CqDwxDCOxrOwFF1wgaeYfbzAYVCAQUCAQ0KlTpxLfBwKBJc9/jclMTKma+UHW47VyqVm1liqqFnnVatSpUbVyLtJIEoUXNmMa0qSGzCkNalLD5rSG51U1xZbQnykTXq9XbW1tam9vV1tbW+KrtbWVxs4oKnvgObHIdDz7dD1CKKA6zYVNx44d0/Hjx3X8+HEdO3ZM/f39yW+qiqrCQqXQkNrqxuWvq9X41LQCU36ppmXx5+WIYThm/ndyZXbvUoqhlWmaiemai6mpqVFnZ6e6urrU1dWl1atXq6uri3AKOWEYhhwOhzUcMpU2iJprz+H3+zU+Pq4TJ04sXB0at74W02+t8hFCFdD8TzTOPPNMy7F4PK6xsbGkYCoQCGhwcHBZifC0omn7UDlkqFm1ajG8alWdWgyvWmYbpjerTi4CqryZMiMa0pSGzMlEf6aZKXOTGlf+bm5qamosAdP8wInmzShV9hDJXulkF7Qdp2oPqGyRSER9fX06duyYJXDq7+8vzqfqhnMmPEqESLbvyy1UykJ97Kh+57LN+sTlH5PL5VI0GtWTTz2jR3+5V0Fnd7GHl1JOQ6tEcGX9PulT4hwKhUI6ePCgDh48aNk/P5yaC6YIp7AUTqfT+loaN1NOyWttbdVVV12lK664IvHv/4knntD27dvT91C2fSDASpWVj/+HS4TD4VBTU5Oampq0fv16y7FYLKaRkRENDg5qaGgo6Ws5ZeJxmbMByJT2SZa/j4akRtVaKqda5VXL7KPbIKVezIQZTqwwNzTb/HuuCfik8jPf2TAMNTY2qqWlRS0tLWpublZra6taWlrU2tqq+vr6irnRRfVIqoRabDqe7Z8XIRRQmd5880398z//sw4dOpTXsMlwemaCI6dHhqt23naaoMlRpbfYoSH9zmWb9e8+9YnELpfLldj+wdP7CloRlS/Zh1amFI8kBVRxW3XV/CBL8eWvELZQOHXuuefq+uuvV2tr67J/Diqf0+m09GoyzeRCKKfTqauuukq/8zu/k9jncrkS2w888EDKiij7GgMEpJWvSv9Clhen06nW1ta0fySmp6dThlNzX0ud5mdKGtG0RsxpHdBwUkDVojp1GPVaoXqtMHzqMOrVKm9VVk9Nm1ENKKh+c0IDZlD9s99P5Kmiyev1WsKlue+bm5vV3NzMJwioOF6vV4ZhJKbPTEWlaNyUK01jzIkQ0/GASheNRvXtb387o+lKqRgurxwe/2yotFDVkkdGFd7bLEVb3bg+cfnHUh77xOUf09M7dytgln8IlS3DMCSnZ6YBvMef0XPMeOx0NVWa6qp4dErx0JgUz+5+MxQK6aWXXpLH49Ef/uEfLuU/CVWmpqZG09PTiW0zGpfc1tfFzs5OXXHFFSmff8UVV+jJJ5/U0aNHkw9GrSlUTU3N8geMksY71QpQW1urzs5OdXZ2Jh2Lx+MKBoOJQGqummpwcFCBQEDBYHBJP9OUEhVUb+lUIqByyFCbvFph1KvD8GmF6tVh1KtFdRWxgl/YjOmUJtRvBjVgTswGT0GN5rgZuGEYam5uTvRjmqtqmguaWOkL1cbpdMrn81lesybCUmOaD6HHbffjfn9mN/0Aykc0Gs16JWLDWSNn/So5ve0zq8TNBVAETTnhr6tN+0GYy+VSvbdGgYkCD6pMGQ6nDIdXcie3SrAEVNFpxUOjik4OKDbRl1xWsoClBrioPj6fT6Ojo4ltMxyXZt+OtF61VpLUMpj+g3CXy6WWte2afH/yKtrxiPV3lg8OKx8hVIVzOBxqaGhQQ0OD1qxZk3R8ropqrvfUXDg1NDSkkZGRrH9eXKYGNKEBc8JSOeWSQx3yqcto0BlGk84wmtRslHaQEjPj6ldQh8wRHTZH1GeOa0hTOZvRP7/Cbe5rLnRqbm6mKR9g4/f7LSFUME0IFYubmpw3Hc8wDKbjARWotrZWV199tX74wx8u3PR2HjMWUnT0kKKjh2xHjNkpdjXzKqPmV0idbhLucNbOVLVUwIdruTY+Na1oNJryjWg0GlVwMj8r+JY704zbGqAnN0WPz2uOrvjyWzo0Nzdbpk0BC7EHQ2Yk+TU3OD2x8L//6eQWMmYsLsVOv7tyOp0shlQFCKGq3EJVVJFIJCmgmguphoeHs1pVJqq4TmhcJ8xxvWwelyQ1qmY2kGrWGUaTOuQrarVU2IzpmDmqw5oJnY6Yowors5vadFwul2WFuflBU2NjI3OegSz4/X6dPHkysT0eSr00i71flM/nI9QFKtQVV1yhiy66SO+8847279+vffv26dChQ5beJZkxT/fiCWdSHWJYp+0lKqqsIZZj9hw5qiO0Ckz59eRTz1h6Qs158qlnFJj2S1Uw02amcXmKlfVsjczjs4+5CJUWU19fr97eXq1fv169vb3q7e1l2hMyZv8wLx5Krrgb8gb15DNP6d994lNJx5585ikNeydkyFoJZYaTq6Cq4bWy2hFCIS23260VK1ZoxYoVScfC4bD6+/vV39+vvr4+9fX1qb+/31KmuZhRhfSa2a/XzH5JUq1cOsNoUrfRqNoC/mqOmNM6bI7ohMYUW2Kdk8PhUFtbm1auXKkVK1Zo5cqVWrlypVpaWnjzC+SIfUqdfcpduv1UQQGVrampSRdeeKEuvPBCSTMfoh0+fDgRSu3bt09DQ0M5/qnmbLXK9OKnSkpUWmXS1Hzuy1GG9w81LXr0l3slKeXqeKopzdXxFmKapmRGU/ZkOh0shWcqlWabixciVFqIYRhavXq1JXRatWoVb+6xZA0NDZZtczq557Cj2aPHX31akvSJj11++t//M0/p8VefltGZYirelPU69p+DykQIhSXxeDzq7u5Wd7f1ZmJqaiopmOrr69PExOINAKYV1W/MgH5jBvI17GUzDEMtLS2JoGnusb29nWbgQJ7Zb0zGplOHxvb9jY2NeRsTgNLjdrsTlR6f+MRMRc7g4KD279+vI0eOaGxsTGNjYxofH098v5yVhjMzr9IqUw5XcnXVbFjlcCaHV3K4SyJkCDq79YOn9+npnbtV761RcDI0WwFVGgHUTJVSODlMml+5ZDuWTZ+lQjAMQ36/P9FyY+775uZmrV27VmvXrpXXm9xLCliqtrY2y3ZsKvXCV1Od0kNvPq5nXnlW9bVeBacnZyqgUgRQqa7Dao3VgXfNyKm6ujqtWbMmqf9UMBjUsWPHdOjQIR08eFBHjx5d8qp9heTz+XTmmWcm/ptWrlwpj8dT7GEBVckeJqWrhBqz7edTNQBzU+K3bt2a8ng0GrWEUnMh1ejoaGL//O1sG6IvSTwqMx6VGcm0k7dDhstzOpxye+Vw+2ZWAXT75HB7Zbi9MhwFuP2vaVHAbDndhLwAs75M05TiEcUjEzIjk4pHJhSPTMqMTMiMTs0Lm/KzcvFyzPUunB8ozQ+YGhsbLft9Ph8tHVBQ9nAoPpn+fZzR7NZIc1gjs6uE26fgLXQde9iFykQIhYKor6/XWWedpbPOOkvSzM3esWPHdPDgQR08eFCHDx8uzA3dIlpaWhKh05lnnqn29vaS+FQRQKpKqNTnzfSKSv88ALBzuVxqbm5Wc3NzRueHw2FLOGUPr+zb85c2z5/4zNSw6MI/ayagmgul5j3OhlWl2nR9pnn3tCVkSjxGZx4VL40POA3DkM/nSxsq2bf9fj+hEkqaPRxaKITKhv06VEJVB0IoFIXL5UpUF11yySWKx+Pq7+/XoUOHNDAwoHi8cGXPbrdb3d3dWrNmDdN2gBJmD5PsYdMcezhFCAUg1zweT6K6KhPhcFjBYNASXNm/7PuzWQAmG3MVQfHpNH2yDJctoPLK4fJKRuFCkrkKsHh0ppJppqJpUsrZGsXZcbvdibBoLkSaX7k0f7/f72dBDFScjo4Oy3ZsPCLTNJcdWMfGrf3T7D8HlYkQCiXB4XBo1apVWrVqVbGHAqBE2UPi0TStVez7CZcBFJvH41FLS4taWloyOj8ej2tyclJjY2MKBoOWgCrVvvHxcYVCWfSbWogZVTw8JoXHlrlGcOny+XyW8MgeItn31dTUlGR1GFAoLS0tqqmpSbzOmJG4zFBMRu3y4oSYrbdCV1fXsq6H8kAIBQAoC/X19TIMI1EdMBmRIjFTbqf1jYG9QooQCkC5cTgcqq+vz2p1z1AoZAmqAoGABgcHFQgEEt8PDw8XtNq80Nxut9ra2tTa2qq2trbE9y0tLYmAqb6+nsVkgCw5HA51dnbq4MGDiX2xsYgcywihzEhc8anTUbfD4dDKlSuXNU6UB16BAQBlwel0yu/3a2xsLLFvLCS12hYAGrVNxyOEAlANampqVFNTs2Bj31gspuHhYUswZX/MWUVVHvj9/kTAZA+a2tra5Pf7qVgC8sQeQkXHwnJ31C35elFbFVRHR4fc7vRNzFE5CKEAAGWjqalpwRBqOmoqNG/+iNPplM/nK+AIAaB0OZ3ORHCTimmaCgaDScHUyMhI3npUpeJyuRI9t+ZCptbWVtXW1hZsDACsuru7LduxkeUF1rFh6/N7enqWdT2UD0IoAEDZsFc1jYVMSca87eTz+VQcADJjGEaiF9KZZ55Z7OEAKCH214ToMkOo6Ii1EmrNmjXLuh7KR1msBXr//ffrfe97n1asWKGLL75YL7zwQrGHBAAogqTm5Lapd6PT9IMCAADINXtIFBuLyIwuvcecPcQi+K4eJR9Cbd++Xbfddpu+/OUva+fOnbrwwgt19dVX6+jRo8UeGgCgwJJDKGvoNEY/KAAAgJzz+Xzq6Oiw7LNXM2XKjMYVG6MSqlqVfAh177336rrrrtNnP/tZbdy4UXfffbdWrFihBx54oNhDAwAUWPJ0POvxUdt2U1NTnkcEAABQHXp7ey3b0aHpNGcuLDockuZ9jtjR0SG/37+coaGMlHQIFQ6HtXfvXl166aWW/ZdeeqlefPHFIo0KAFAs9lDJXgll3yaEAgAAyI3169dbtiODSwyhbOHVhg0bljwmlJ+SDqEGBwcVi8XU3t5u2d/e3q6BgYEijQoAUCxJ0/FslU+pGpMDAABg+ewhVHQotKSVMyOD1hs2+3VR2cpidTz7ykamaS642tG+ffvyPSQAQBHE43EZhpG44ZkIS5GYKbdz5m9CUmXU6Ch/EyocN64AABRGd3e3amtrNT09U8lkhmKKByNy+j0ZX8M0TUVtFVT8La8uJR1Ctba2yul0JlU9BQKBpOqo+fglBoDK5ff7NTY2ltgeD0kt3pnv7avlve9971N9fX0BRwcAAFCZnE6nent79cYbbyT2RQLTWYVQsbGwzMjpVfW8Xq9Wr16d03GitJX0dDyPx6PNmzdrx44dlv07duzQ1q1bizQqAEAxJfWFmq3ono6aCsVO73c6nfL5fAUcGQAAQGXbtGmTZTsSyK4vlP38jRs3yuEo6VgCOVbSlVCSdPPNN+uLX/yiLrjgAm3dulUPPPCA+vr6dOONNxZ7aACAIkheIc+UZKTsB7XQ1G0AAABkZ+PGjZbtaGBq0XY51vOtIZQ91ELlK/kQ6qqrrtLQ0JDuvvtu9ff3a9OmTfrRj36knp6eYg8NAFAESc3JZ+9lxmz9oGhKDgAAkFvr1q2T2+1WJBKRJMWnYopPRuX0uRd9rmmaigSmLPvsoRYqX8mHUJJ000036aabbir2MAAAJaChocGyPVMJlbxSHiEUAABAbrndbq1fv15vvvlmYl/k1FRGIVRsPCIzdLofVF1dndasWZOPYaKEMfkSAFBWkqbjTVsf050HAACA5UvqC3Uqs75QkVPJVVBOpzNn40J5IIQCAJSV1D2hTj+mOw8AAADLZw+hoqdm+kItJnqKflAghAIAlJnkEGrmcdw2Hc8+bQ9A7tx///163/vepxUrVujiiy/WCy+8UOwhAQAKZK4v1Jz4dEzxieiCz0nVD4oQqjoRQgEAyorf77dsB8NS3DSTKqEIoYD82L59u2677TZ9+ctf1s6dO3XhhRfq6quv1tGjR4s9NABAAcz1hZrPHjDZxcYiMsP0gwIhFACgzHg8HtXV1SW246Y0GaESCiiUe++9V9ddd50++9nPauPGjbr77ru1YsUKPfDAA8UeGgCgQLLtC5VqVTyHgziiGvH/OgCg7NgDptHpmYqohc4BsHzhcFh79+7VpZdeatl/6aWX6sUXXyzSqAAAhZbUFyqwcF+oaIB+UJhBCAUAKDv2KXl946bm3/bU1dXJ5XIVdlBAFRgcHFQsFlN7e7tlf3t7uwYGBoo0KgBAoSX1hZqKKT6Zui/UTD8oawh11lln5XV8KF3coQMAyk5SCBWkHxRQSIZhWLZN00zaN9++ffvyPSQAQIF1dnbq8OHDie3o4LScPnfSefGJqMxQLLHtdrsVjUb521Ch7P3C7AihAABlxx5CnRw3FzwOIDdaW1vldDqTqp4CgUBSddR8i92QAgDKz+bNmy0hVCQwrZqe5HuwVP2gNm7cmPfxoTQxHQ8AUHaSQyjr8fr6+gKOBqgeHo9Hmzdv1o4dOyz7d+zYoa1btxZpVACAYtiwYYNlOzqYujm5fT8BVHWjEgoAUHbsIdO8Cm9JVEIB+XTzzTfri1/8oi644AJt3bpVDzzwgPr6+nTjjTcWe2gAgAJav369DMNINCSPjUcUD8fk8Dgt50WHrEsY28MrVBdCKABA2Vms0olKKCB/rrrqKg0NDenuu+9Wf3+/Nm3apB/96Efq6ekp9tAAAAXk9XrV1dWlY8eOJfZFh0PyrPAmtuPhmGLjkcS2YRhau3ZtQceJ0kIIBQAoO4RQQHHddNNNuummm4o9DABAkfX29lpDqCFrCBUdtlZBdXd3q66urmDjQ+mhJxQAoOz4fL5lHQcAAMDy2ReeiA5N27atIdS6devyPiaUNkIoAEDZWazSiRAKAAAg/+xT66Ij4USPKCm5EooQCoRQAICy43K55PF40h4nhAIAAMi/zs5Oyz2ZGYrJnD69YkxsxBpCnXnmmQUbG0oTIRQAoCwtFDR5vd60xwAAAJAbTqczaWGK6GzwFJ+OKj4vkHK5XOrq6iro+FB6CKEAAGUpXdBkGIZqa2sLPBoAAIDqZK9uio6EZx5Hw5b93d3dcrlYG63aEUIBAMpSuhDK6/XK4eDPGwAAQCHYK6FiY2HLY9gOQvIAABDqSURBVLrzUJ24SwcAlKV0y/uy7C8AAEDhrF692rKdCKFSVEIBhFAAgLJECAUAAFB89j5PsWBEZsxUdCxi2W8Pq1CdCKEAAGWJEAoAAKD4vF6vWltbT+8wZ4Ko2Li1EooQChIhFACgTKULm2hKDgAAUFirVq2ybEcCU1LMTGx7vV41NjYWelgoQYRQAICyVFNTk3I/IRQAAEBhrVy50rId6Zu0bK9YsUKGYRRySChRhFAAgLKULmwihAIAACisFStWWLYj/VMLHkf1IoQCAJSldGFTugopAAAA5Ie9Eirb46gehFAAgLLEdDwAAIDS0N7evqzjqB6EUACAspQuhPJ4PAUeCQAAQHWzrI63hOOoHoRQAICylC6EYjoeAABAYdXV1cnn86U93tbWVsDRoJQRQgEAylJdXV1W+wEAAJA/6YImwzDU0tJS4NGgVBFCAQDKUn19vc4880zLPr/frzVr1hRnQAAAAFXsgx/8YMr9W7ZsoV0CEoyRkRGz2IMAAGAppqamtGfPnv/f3t1H9Xz/fxx/lFxkTDKrj1DT1SLHdXGYGYbYlhiabGKG2sRpK2IJc8ZsnJjLmauszcXqiFzNRBOZ68MxiyHmZI6LJVchfX5/fI/PV9/ym+LzqdX9dk7n9Hm/X+/X6/V+n/N+n2ePz/v9Tjk5OapWrZqaNWum2rVrl/a0AAAAKhyj0agDBw4oMzNTRuN/YoYXXnhBHTp0IISCCSEUAAAAAAAAzI7H8QAAAAAAAGB2hFAAAAAAAAAwO0IoAAAAAAAAmB0hFAAAAAAAAMyOEAoAAAAAAABmRwgFAAAAAAAAsyOEAgAAAAAAgNkRQgEAAAAAAMDsCKEAAAAAAABgdoRQAAAAAAAAMDtCKAAAAAAAAJgdIRQAAAAAAADMjhAKAAAAAAAAZkcIBQAAAAAAALMjhAIAAAAAAIDZEUIBAAAAAADA7AihAAAAAAAAYHaEUAAAAAAAADA7QigAAAAAAACYHSEULKpXr16KiIgw6xi7du2SnZ2drl69atZxAJhHfHy8nJycHvsZAPDsUJsB+CfUZniWCKFQ7vj6+iojI0P29valPRUAz0CfPn105MiR0p5GkfjDCgD+GbUZUL5Qm+Fp2JT2BIBnrUqVKnJwcCjtaQB4RmxtbWVra1va0wAAlBC1GVC+UJvhaXAnFCwuLy9PY8eOlbOzs5ydnRUdHa38/HxJ0r179xQTE6PGjRurXr16eu2117R9+3bTtg+T7dTUVHXp0kUGg0GdOnUqkMQXlX6vXLlS3t7eMhgMGjBggL799lvZ2dmZ1k+bNk3t2rVTQkKCmjdvrvr162vgwIEk6MA/6NWrl8LDwzVhwgS5uLjI1dVVCxYs0N27d/XJJ5+oYcOG8vb21qpVq0zbTJo0Sa1bt5ajo6OaNm2qiRMnKjc397FjFHXL96xZs+Tu7i4nJyeNGDFC06dPV9OmTU3rQ0JCNGDAAC1YsEBeXl5ydnZWaGiobt++bWrz888/y8/PT87OznJxcVGfPn2UkZFhWn/u3DnZ2dkpKSlJvXv3lsFgkK+vr3bs2GFa/+abb0qSXF1dZWdnp5CQkKc7oABQCqjNgPKD2ozarKwjhILFrV27Vvn5+dq2bZtiY2O1YsUKzZ8/X5L04Ycfavfu3Vq8eLH27Nmjd955R4GBgTp27FiBPiZPnqyYmBilpqbK3t5ew4cPl9FoLHK8ffv2KSwsTMOGDdOuXbvUs2dPTZs2rVC78+fPKzExUd99950SExN19OhRffbZZ8/+AADlzNq1a1WjRg1t375dY8aMUVRUlIKCguTq6qqdO3cqMDBQYWFhunjxoiSpevXqmjt3rn799VfNnDlTiYmJ+uqrr554vISEBH3xxReKjo5WamqqPD09TdeQR6Wnp+vEiRNat26dli1bpuTkZC1cuNC0/tatWxo5cqRSUlKUnJys559/XoGBgbp3716BfqZOnaoRI0YoLS1NLVq00NChQ3Xz5k3Vr19fcXFxkqS9e/cqIyND06dPL8khBIBSRW0GlC/UZtRmZRkhFCzOwcFBM2bMkIeHhwICAjRq1CjNnz9fZ8+e1Y8//qhly5apffv2cnFx0fDhw/X6669r+fLlBfqYMGGCOnbsKA8PD0VGRurkyZPKysoqcrxFixapc+fOGjNmjNzc3DR48GC98cYbhdrl5eVp/vz58vb2lo+Pj4KDg5WammqOQwCUKy+//LKioqLk6uqqjz76SHXq1JGNjY1CQkLUqFEjjR07VkajUfv27ZMkRUZGqm3btnJ2dla3bt0UHh6uhISEJx5v4cKFGjhwoN577z25ubkpPDxcrVq1KtSuZs2amjVrljw9PdW5c2f17t27wDnt7+8vf39/ubq6ytvbW/PmzdO5c+d08ODBAv2EhobKz89Prq6umjhxov7++28dO3ZMlSpVUu3atSVJdevWlYODg2rVqlWSQwgApYraDChfqM2ozcoyQihYXOvWrWVlZWX67OPjo6ysLKWnp8toNKpt27ZycnIy/fz00086e/ZsgT6aNGli+t3R0VGSdPny5SLHO3nypFq2bFlgWVEXxQYNGhS4SDk6OurKlSvF30Gggnn0fLSyslLdunULLKtcubLs7OxM52hSUpJ69OghDw8POTk5afz48bpw4cITj/ek57Snp6dsbP776kNHR8cC14mzZ89q2LBhat68uRo0aCAPDw/l5+cXmsuj+2IwGCQ9/noDAP9G1GZA+UJthrKMF5OjTLGyslJKSooqV65cYHm1atUKfH50/cOi6XG3fBuNxgKF1eP875hWVlam9yEAeLyizp1HC4yHy/Lz87V//34NHTpUY8eO1eeff65atWpp06ZNio6OLtaYJT2nH71OBAYGymAwKDY2VgaDQTY2NvL19S10y3dxrjcAUN5QmwH/PtRmKMsIoWBxBw8eLFB87N+/XwaDQT4+PjIajbp06ZI6duz4zMbz9PTUoUOHCiz7388ALGPv3r0yGAyKjIw0Lfvzzz+L1YeHh4cOHTqkQYMGmZYV95y+du2aMjIy9OWXX5quN0eOHFFeXl6x+qlSpYok6cGDB8XaDgDKEmozoOKiNoOl8TgeLO6vv/7SuHHjdOrUKSUlJWnOnDkKDQ2Vm5ub+vfvr9DQUCUlJSkzM1OHDx/W119/rfXr15d4vBEjRiglJUVz5szR6dOnFRcXp+Tk5Ge4RwCelJubmy5evKg1a9YoMzNTS5YsKdY7ByRp5MiR+v7777Vy5UqdPn1as2fP1oEDB57oG7iH7OzsVKdOHcXFxenMmTNKS0tTeHh4oW8J/0mDBg1kZWWlrVu36sqVK7p582axtgeAsoDaDKi4qM1gaYRQsLh+/fopPz9fXbp0UVhYmN59912FhoZKkubNm6egoCBNnDhRbdq00YABA7R79241bNiwxOP5+Pho9uzZWrRokdq3b6+NGzdq9OjRhW4jB2B+fn5+CgsLU1RUlNq3b68dO3Zo/Pjxxeqjb9++ioiI0OTJk9WxY0f99ttvGjp0aLHOaWtray1dulTHjx9Xu3btFBERoQkTJqhq1arFmku9evUUFRWlqVOnyt3dXREREcXaHgDKAmozoOKiNoOlWWVnZ/PwJCqcqKgopaamas+ePaU9FQDPQFBQkPLy8rR69erSngoAoASozYDyhdoMj8M7oVAhzJkzR506dVKNGjW0c+dOLVu2rNgv2wNQNty+fVtLlixR165dZWNjo/Xr12vTpk2Ki4sr7akBAJ4QtRlQflCboTi4EwoVwpAhQ5SWlqacnBw5OzsrODhYISEhxXpOGUDZcOfOHQUGBuro0aPKzc1Vo0aNNHr0aPXv37+0pwYAeELUZkD5QW2G4iCEAgAAAAAAgNnxYnIAAAAAAACYHSEUAAAAAAAAzI4QCgAAAAAAAGZHCAWgzAsJCVHTpk1LexoAAAAQtRmAkrMp7QkAqLguX76sefPmacuWLTp//ryMRqNeeukldevWTSNHjpSjo2NpTxEAAKDCoDYDYG6EUABKxeHDh9WvXz/duHFDffv21QcffCBra2sdP35cK1as0IYNG3Tw4MHSniYAAECFQG0GwBIIoQBYXHZ2toKCgmRlZaWdO3fKy8urwPro6GjFxsaW0uwAAAAqFmozAJbCO6EAWNzy5cuVlZWlqVOnFipyJKlWrVqKiYn5f/uIj4+Xv7+/PDw89OKLL6pVq1aKjY1Vfn5+gXZnzpxRcHCwPD095eDgoCZNmmjw4MHKysoytUlNTZWfn5+cnZ3l5OSk1q1b6+OPP342OwsAAFDGUZsBsBTuhAJgcZs3b1a1atUUEBBQ4j4WL14sd3d3de3aVba2ttqxY4cmTZqknJwcTZw4UZJ0//599enTR7m5uRo2bJgcHBx06dIlpaSkKCsrS/Xq1dPvv/+u/v37q3Hjxho3bpyqV6+uzMxMbd269VntLgAAQJlGbQbAUqyys7ONpT0JABWLi4uL6tevr7S0tCdqHxISorS0NB07dsy07Pbt26pevXqBdqNGjVJiYqLOnDmjqlWr6tixY3rllVe0YsUK+fv7F9n3ggULFBUVpdOnT6tOnTol3ykAAIB/KWozAJbC43gALO7GjRuqWbPmU/XxsMh58OCBsrOzdfXqVXXo0EG3bt3SqVOnJMk0xvbt23Xr1q0i+3nYZuPGjYVuFwcAAKgIqM0AWAohFACLq1mzpm7cuPFUfaSnp8vPz08Gg0EuLi5ydXXViBEjJEnXr1+X9J9v9UaOHKm4uDi5urrK399f8+fP19WrV0399O3bV76+vgoLC5Obm5uCg4O1Zs0a3b9//6nmBwAA8G9BbQbAUgihAFicp6en/vjjD927d69E22dmZiogIEDXr1/XtGnTtHr1aq1bt06TJ0+WpALfmk2fPl3p6emKjIzUgwcPFB0drTZt2ujEiROSJFtbW23evFnr16/XoEGDdOrUKQ0fPlxdunTRnTt3nn5nAQAAyjhqMwCWQggFwOL8/PyUm5urdevWlWj7TZs2KTc3V6tWrdL777+v7t27q1OnTrKzsyuyvZeXl8LDw5WcnKzU1FTl5ORowYIFpvXW1tbq2LGjpkyZot27d2vmzJk6evSoNmzYUKL5AQAA/JtQmwGwFEIoABYXHBysevXq6dNPP1VGRkah9Tk5OZoyZcpjt69UqZIkyWj87/9VuHv3rr755ptC/eTl5RVY5unpKVtbW2VnZ0uSrl27Vqj/Zs2aSZKpDQAAQHlGbQbAUmxKewIAKh47OzvFx8erX79+evXVV/X222+rZcuWsra21vHjx5WQkCB7e3vTv/P9X126dFGVKlUUGBio4OBg3bt3T6tWrZK1dcFc/ZdfflFERITeeustubu7y2g0KjExUTdu3FDfvn0lSTNmzFBaWpq6d++uhg0bKjs7W0uXLtVzzz2nHj16mP1YAAAAlDZqMwCWQggFoFS0aNFC6enpmjt3rrZs2aKEhAQZjUY1atRIQ4YMMb3Isihubm6Kj4/XlClTFBMTozp16igwMFAdOnRQQECAqZ23t7e6du2qbdu2KS4uTlWrVpWXl5fi4+PVq1cvSVLPnj114cIF/fDDD7py5Yrs7e3Vpk0bRUZGqmHDhmY/DgAAAGUBtRkAS7DKzs42/nMzAAAAAAAAoOR4JxQAAAAAAADMjhAKAAAAAAAAZkcIBQAAAAAAALMjhAIAAAAAAIDZEUIBAAAAAADA7AihAAAAAAAAYHaEUAAAAAAAADA7QigAAAAAAACYHSEUAAAAAAAAzI4QCgAAAAAAAGb3f8rsID52jG57AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = (18, 16)\n",
    "\n",
    "\n",
    "plt.subplot(2, 2, 1)\n",
    "sns.violinplot(x = data['Class'], y = data['Bare_Nuclei'], data = data, palette = 'rainbow')\n",
    "plt.title('Class vs Bare_Nuclei', fontsize = 20)\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "sns.violinplot(x = 'Class', y = 'Bland_Chromatin', data = data, palette = 'summer')\n",
    "plt.title('Class vs Bland_Chromatin', fontsize = 20)\n",
    "\n",
    "plt.subplot(2, 2, 3)\n",
    "sns.violinplot(x = 'Class', y = 'Normal_Nucleoli', data = data, palette = 'spring')\n",
    "plt.title('Class vs Normal_Nucleoli', fontsize = 20)\n",
    "\n",
    "plt.subplot(2, 2, 4)\n",
    "sns.violinplot(x = 'Class', y = 'Mitoses', data = data, palette = 'deep')\n",
    "plt.title('Class vs Mitoses', fontsize = 20)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# boxen plots\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (18, 16)\n",
    "\n",
    "plt.subplot(2, 2, 1)\n",
    "sns.swarmplot(x = 'Class', y = 'Marginal_Adhesion', data = data, palette = 'spring')\n",
    "plt.title('Class vs Marginal_Adhesion', fontsize = 20)\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "sns.stripplot(x = 'Class', y = 'Marginal_Adhesion', data = data, palette = 'spring')\n",
    "plt.title('Class vs Marginal_Adhesion', fontsize = 20)\n",
    "\n",
    "plt.subplot(2, 2, 3)\n",
    "sns.barplot(x = 'Class', y = 'Marginal_Adhesion', data = data, palette = 'spring')\n",
    "plt.title('Class vs Marginal_Adhesion', fontsize = 20)\n",
    "\n",
    "plt.subplot(2, 2, 4)\n",
    "sns.boxplot(x = 'Class', y = 'Marginal_Adhesion', data = data, palette = 'spring')\n",
    "plt.title('Class vs Marginal_Adhesion', fontsize = 20)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d8cbd0de10>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x1080 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(18, 15))\n",
    "corr = data.corr()\n",
    "sns.heatmap(corr, mask=np.zeros_like(corr, dtype=np.bool), cmap=sns.diverging_palette(220, 10, as_cmap=True),\n",
    "            square=True, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#  DATA PREPROCESSING\n",
    "\n",
    "# label encoding of the dependent variable\n",
    "\n",
    "# importing label encoder\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "# performing label encoding\n",
    "le = LabelEncoder()\n",
    "data['Class'] = le.fit_transform(data['Class'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    444\n",
       "1    239\n",
       "Name: Class, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Class'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(683, 9)\n",
      "(683,)\n"
     ]
    }
   ],
   "source": [
    "# splitting the dependent and independent variables from the dataset\n",
    "\n",
    "x = data.iloc[:,0:9]\n",
    "y = data.iloc[:,9]\n",
    "\n",
    "print(x.shape)\n",
    "print(y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 9)\n",
      "(512,)\n",
      "(171, 9)\n",
      "(171,)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.25, random_state = 16)\n",
    "\n",
    "print(x_train.shape)\n",
    "print(y_train.shape)\n",
    "print(x_test.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "# standard scaling \n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "sc = StandardScaler()\n",
    "\n",
    "x_train = sc.fit_transform(x_train)\n",
    "x_test = sc.fit_transform(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training accuracy : 1.0\n",
      "Testing accuarcy : 0.935672514619883\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.95      0.96      0.95       117\n",
      "          1       0.91      0.89      0.90        54\n",
      "\n",
      "avg / total       0.94      0.94      0.94       171\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d8cc0a22b0>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# LOGISTIC REGRESSION\n",
    "\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "from sklearn.model_selection import GridSearchCV, cross_val_score\n",
    "\n",
    "# creating the model\n",
    "\n",
    "model = DecisionTreeClassifier()\n",
    "\n",
    "# feeding the training data into the model\n",
    "model.fit(x_train, y_train)\n",
    "y_prob = model.predict_proba(x_test)[:,1] # This will give you positive class prediction probabilities  \n",
    "# print(y_prob)\n",
    "y_pred = model.predict(x_test)\n",
    "\n",
    "# Calculating the accuracies\n",
    "print(\"Training accuracy :\", model.score(x_train, y_train))\n",
    "print(\"Testing accuarcy :\", model.score(x_test, y_test))\n",
    "\n",
    "# classification report\n",
    "cr = classification_report(y_test, y_pred)\n",
    "print(cr)\n",
    "\n",
    "# confusion matrix \n",
    "plt.rcParams['figure.figsize'] = (5, 5)\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(cm, annot = True, cmap = 'cool')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABCgAAAQoCAYAAADIaO/8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xd4jffj//FXghgxYmRIYnyIWSNaK7FCS2xKVKkaNb7SGi2fGqXaqkaVqj1r1N6rFI1Pa0e1SuwttkpJqEiQ8fvDL/eVI5uT3OjzcV25rnPO/T7v8z7n3LmT+3W/h014eHicAAAAAAAATGRrdgMAAAAAAAAIKAAAAAAAgOkIKAAAAAAAgOkIKAAAAAAAgOkIKAAAAAAAgOkIKAAAAAAAgOkIKAAAAP7Ffv75Z7399tsqW7asHB0d5eDgIAcHB82aNcvspuEJjRs3loODgwoWLJgh9ffq1cv4/q9evZohrwEAKclqdgMA4EXj4OCQrvK9e/fW119/nUGtsY6wsDDNmDFDklS5cmU1bdrU5BY9X3r16qUVK1ZIkmbOnKn27dub3KKXy4YNG3Ts2DFJ0gcffKC8efOa3KJ/j3HjxmnUqFFmN+OZNW7cWPv27Uv0eJYsWZQnTx7lyZNHzs7OqlSpkjw9PdWkSRM5Ojqa0FJkpu3bt6t169ZWqWvz5s3y8vKySl0AkkdAAQBQWFiYxowZI0l69913CSiQqTZu3GgEQJ07dyagyCTXrl0zfu9z586tXr16qXz58sqRI4ckqUKFCmY2zypiYmIUHh6u8PBwXb58WX/88YckKVu2bGratKk+/fRTeXh4mNxKAEA8AgoAeAaLFi1Ktcx//vOfTGgJAKTPr7/+qkePHkmSBg8erL59+5rcIusYMWKESpcubdyPiIjQnTt3dObMGf322286fPiwHj16pPXr1yswMFCjR49Wly5dTGxx2m3ZsiVD6581a9ZLNbSnQoUKKf6dXrVqldatWydJateunVq1apVs2bJly1q9fQASI6AAgGfQvHlzs5sAAE8l4RwDlSpVMrEl1uXl5ZViV/zg4GB98cUX+uWXX3T//n31799f9vb28vPzy8RWIjMUKlQoxb/Thw4dMm6XLl2av+nAc4BJMgEAAP6FHj58aNy2s7MzsSWZq3Llylq1apV69uxpPPbBBx/oypUrJrYKACARUACAqWJjY7V69Wp17dpVFStWVOHCheXu7q7q1atr4MCBOnHiRKp1XLp0STNnzlTnzp312muvyc3NTY6OjipVqpSaN2+uSZMm6e7du0k+9/z583JwcNCrr75qPLZw4UJjFveEPwmvtqZnpvfUyi5YsMDYvnz5cknSgQMH1KdPH1WpUkWurq5ycHBQUFBQkvUHBgaqd+/eqlKlitzd3eXq6qoqVaro/fff12+//Zbq52ct5cuXl4ODg6pUqSJJioyM1JQpU9SgQQMVL15cRYoUUb169TRnzhyjW3288+fPa9CgQapevbpcXV1VvHhx+fn5aceOHSm+5pOfbVxcnJYvX65WrVqpdOnSxqSA/fv31+nTp9P8XrZt26ZevXqpUqVKKly4sIoUKWLsk8HBwSk+N36fcnBwMIYMXLlyRSNHjpS3t7eKFSsmBwcHjR071mh//PwTkvTKK68k2veeHHoQGxurPXv2aOTIkWrevLnKlCkjR0dHubq6qlKlSurevbu2bt2a6vscNWqU8Rrx+9dvv/2m7t27q0KFCnJyclKpUqXUvn17/fLLL2n+/K5evaqAgAD5+vqqdOnScnR0lLu7u7y9vdWnTx/99NNPiomJSfb51jguJCc6Otp4z+PGjTMeb9KkicVnnlxX9/3796tfv37GsSb+983f31+7du1K82vH1x8WFqZx48bJx8dHJUqUSPL7zgi2trYaPXq0qlatKkl68OCBJkyYkOrzrHW8CQsL04QJE9SyZUuVLVtWTk5OcnV1VbVq1dSzZ0+tWrVKUVFRiZ6XllU8IiMjNWvWLLVu3VplypSRk5OT3NzcVLFiRTVo0EBDhgzRtm3bEh2HpPQd20+cOKFBgwapZs2aKlq0qFxcXFShQgV169ZNmzZtSvUzePKYGR0drblz58rX11clSpSQi4uLXn31VQ0aNEjXr19Ptb7McvDgQeMzGj58uCQpJCREw4cPNz6LlFbBOXjwoD7++GN5eXmpWLFicnZ21iuvvKLOnTvrxx9/THM7IiMjNXv2bPn5+alcuXJycnJSsWLFVK9ePY0cOVI3btywyvsFMhtDPADAJOfOnVPnzp2N1QsSOn36tE6fPq158+Zp0KBBGjJkSJJ17NixQ61bt1ZcXFyibaGhoQoNDdXu3bs1efJkLV68WNWrV7f6+7C2sWPHavTo0YqNjU2x3M2bN/Xee+9p9+7dibZduHBBFy5c0JIlS9S1a1eNGzdOWbNm3p+8a9eu6a233tLRo0ctHg8ODtbAgQO1detWLVq0SHZ2dtqwYYN69+6t+/fvG+Xu37+vbdu2adu2bfr222/VvXv3VF/z4cOH6tChQ6Ix6pcuXdIPP/ygZcuWafz48XrnnXeSreOff/5Rjx49kjy5/+eff3T69GnNnTtX/v7+GjVqlGxtU7/OERgYqB49eujOnTuplk2r3r17W4Qa8R49eqRLly7p0qVLWr16tRo1aqQ5c+YoT548aap3zJgxGjNmjMW+Fxoaqq1bt2rr1q365JNPNGjQoBTrGDdunMaOHasHDx4katvx48d1/PhxLVq0SLNmzdJbb72V6PnWOC5khEePHumjjz5Kcjx//O/b0qVL5efnpylTphgTbabkzz//VKdOnXTt2rWMaHKqsmbNqoEDB6pDhw6SpGXLlunrr79O8lhhzePNwoUL9cknn+iff/6xePzhw4c6c+aMzpw5o5UrV2r48OH673//m673dO7cObVt21YhISGJ6o6IiNDly5f1559/asaMGdq7d6/Kly+frvolKS4uTl999ZW+++67REHblStXdOXKFa1du1Z169Y1AujUhIaG6p133tH+/fstHj9//rxmzZplzBXxPA5FWrdunfr06aN79+6lWC4qKkoDBgzQ0qVLE/3Nvnr1qq5evaoNGzaoXr16+uGHH1L83Hbu3Kn/+7//SxTcPHz4UMHBwQoODtaMGTM0ZcoUtWnT5unfHGACAgoAMMHZs2fVsGFDhYWFSZKqVaumpk2bqmjRooqJidGhQ4e0ZMkShYeH6+uvv1aWLFn08ccfJ6onMjJScXFxKl++vGrXrq0yZcqoQIECun//vq5evapNmzYpODhYoaGheuutt7Rr1y4VKVLEeL6zs7MWLVqkmzdvasCAAZIkHx8f9ejRI9FrpXTFzlpWrVqlwMBA5cuXTx06dJCnp6dsbGx05MgRi5PMW7duqWHDhrp48aIkqVy5cmrVqpVKliwpW1tbnThxQosXL9b169c1f/58xcTEaPLkyRnefunxidy7776ro0ePytfX17jieerUKc2aNUu3b9/Wzz//rAkTJqhevXrq1q2b7O3t9f7776ty5cqKi4tTYGCgVq9eLUkaOnSo6tatq1KlSqX4usOHD9eWLVtUtGhRderUSR4eHgoLC9OPP/6o7du368GDB+rbt68KFSokX1/fRM+Pjo5W27ZtjRMEBwcHderUSZUqVVJ0dLT27t2r5cuX69GjR5o2bZoePHigb7/9NsU2nT17Vt26dVNkZKT8/PxUp04d5cmTRyEhISpSpIgaNmyoli1bavr06dqzZ48kadKkSSpQoIBFPUWLFrW4HxUVpRw5cqhWrVp69dVXVbx4cdnb2ys0NFRnz57V8uXLFR4erp9//lkffPCBFixYkPKXJmnOnDlatWqV3Nzc1KFDB5UtW1YPHz5UYGCg1q1bp7i4OAUEBMjb21u1a9dOso4BAwZo7ty5xv2GDRuqfv36Kly4sB48eKCzZ89q165d2r9/f5KhorWOCynJkiWLETIknCDwyYkln1yCs2fPnkbZnDlzqkOHDqpWrZpsbW31559/avHixbp3755WrVqlu3fvavny5bKxsUm2HX///bfeeecdXb9+Xb6+vmrYsKEKFiyoq1evZmqY6Ovrq7x58+ru3bu6d++egoOD9dprr1mUsebxZsKECfr888+N+15eXmrcuLGKFCmi6OhoXbx4UXv27NGuXbuS3EdSEhcXp86dOxvhROXKldWyZUsVK1ZM2bJlU3h4uE6ePKmdO3cmGYCl1YgRI4z3lyVLFrVt21Z16tRRzpw5dezYMS1cuFB///23du7cqRYtWmjbtm3Knj17svXFHzP379+vunXrqlmzZnJ2dtbVq1e1cOFCnTx5Urdv31b37t21d+9eZcuW7anbbm3BwcGaPXu2YmNj1aFDB3l5ecne3l7nzp2Tq6urUS46Olrt2rUzehm5urqqbdu2xqo5ISEhWrlypY4fP64dO3aoXbt2+umnn5J8r4GBgerYsaMePXokW1tbNWzYUD4+PnJxcVFERISCgoK0atUq3b9/X927d1fOnDnVpEmTTPtMgGdlEx4enr6jHwD8yyW8qhEeHp7u58fExKhevXo6evSosmbNqsmTJxtX8BL666+/1KZNGx07dkxZsmRRUFCQxQmE9LhbaWRkpMqVK5fs6y1fvlz+/v6KjY1V586dNWnSpERlzp8/bwzzePfdd1M9me/Vq5dxBfvYsWNyc3N76rILFixQv379jPvlypXT2rVr5eLikmyd7du3N67yf/bZZ/rwww8TnQz9888/6tSpkzFMYu3atapfv36K7yst72HmzJlq3759ojLly5c3rgTb2tpq1qxZiSbdO3PmjOrUqaOoqCiji3C2bNm0fv16i39mJSkgIEDffPON8frxt5Nrl/Q4XFq8eLHs7e0tyk2fPl1Dhw6VJBUuXFgHDhxQrly5LMqMGzdOo0aNkvR4tvp169Yl+g4OHTqk1q1bG/v9qlWr9MYbb1iUSbgvSVKePHm0cuVK1axZM1H7k3ofqe1PkrRnzx5VqFBB+fLlS3L7vXv31Lt3b23cuFHS45UPknr9UaNGWQxzeOONN7RgwYJEn82kSZM0YsQISY+72C9btixRXStXrjTmNChQoIAWLlyoWrVqJdm+M2fOKCYmxmJVAGseF9Iq4fvfvHlzshNLrlixQr169ZIkubi4aMOGDUkei1q0aKHLly9Lkr777jt169bNokx0dLQKFSpk3M+aNavmzp2rli1bPlX7E2rcuLH27duX6ntJSqtWrYzjxNixYy3mppCsd7wJCgpSs2bNFBsbq5w5c2rGjBnJDqW5evWqbty4kSgsiX+fWbJk0a1btyy2/f7772rYsKEkqVmzZlqwYIGyZMmSZP3Hjx9X4cKFlT9/fovHU/tdDAoKUtOmTRUXF6fcuXNr1apViX63bt26pTfffFOHDx+WJH300Uf67LPPErUh4THTxsZGEydOVOfOnS3KREZGqmnTpjp48KCkx38vrLG/xEv4OzBs2LA0BX4HDx60+G4LFCigtWvXqnLlyml6nQ4dOmj8+PHKmTOnRZmYmBgNGjRIc+bMkSR9+eWXiYY7hYaGqkaNGrp9+7by58+vJUuWJLmvHz16VK1atdKtW7dUqFAhHT58ONFxDXheMQcFADyDpOZqSPjj7++f6DkbNmwwuv5/8sknSZ6ESI97N8ydO1e2traKiYnRzJkzE5UpXrx4iuGE9Pif67Zt20qSVq9erejo6PS+zUxja2urOXPmpBhOHDhwwDhZ6Nq1qz766KMkr9TmyZNHc+fONXpeTJs2LWManYTu3bsnuSJAqVKljMfDw8MVEhKi2bNnJwonJOnDDz80goa0zH/g4OCgOXPmJAonJMnf39/4p/769etatWqVxfYHDx5oxowZkqRs2bJp/vz5SX4Hnp6eFr0mvvvuu1Tb9dlnn6UYTjyNWrVqJRtOSFLu3Lk1depU4wQgfm6TlDg6OmrOnDlJ/hP/wQcfqHDhwpIeD6t6slt7bGysRo8ebdyfN29esuGE9Hg/eHLJQmseF6wt4dwM06dPTzIQKV68uObMmWP8Lk6cODHVYVrvv/++VU82n1bCHjp///23xTZrHm8CAgKMz+Sbb75JcUlLNze3ROFEas6fP2/c7tSpU7LhhPQ4HHgynEiLiRMnGj07vvrqqyR/twsWLKgFCxYYw3y+//77ZOdBitelS5dE4YT0uLfOsGHDjPvpmQsms4wZMybFcCI8PFzTp0+X9LhXVMJjU0JZsmTR2LFjjWE306dPT9SLZvr06bp9+7akx0vCJhfEVahQwQhE/v777ySHxAHPKwIKAMhk8Vdfc+TIkehK3ZPKlCkjT09PSc/2j1n83BMRERHPNMFeRqtdu3aqY6ITXr1ObTK9ggUL6vXXX5ck7d69O8lJ4TJCSt9rjRo1jNvVqlUzvt8n5cqVyxhvff78+VTb/vbbb6c4DKdPnz7G7ScnsAsKCjJOzHx9fROdPCfUpk0b44Ruz549xj/LScmdO3eKc15kpHz58hnv448//ki1fIcOHZINPbJkyWIEDpGRkbp06ZLF9j/++MM4OfTx8VG9evXS3V4zjgtpcf78eR0/flzS46VIU+qFVL16dXl7e0t63KMi/gp6cuJ7ZZgtYa+4J/dnax1vbty4YXTvL1mypDp16vTM7X5SwpPekydPWr3+yMhI/e9//5P0ONBL6Xe7ePHievPNNyU97l2yffv2FOvu3bt3sttq1aplzHdz6tSpdLY6Yzk6OqY6x8OGDRsUEREh6XHYmdLcPba2tsYFhWvXriX6ex0ftpYtW9boLZOc5s2bpyvkBp4XzEEBAM8gqQnjEnJ3d7e4HxcXZ3RDLlSoUKqrNEgyxqBeuHBBjx49SnJM6v79+7Vy5Ur9/vvvunjxou7du5fsCe21a9dUsWLFVF/XDGnplh2/2kKOHDl04sSJVAOX+M8h/sSyZMmSz97QFOTNmzfFLvdOTk7G7YRDIVIqGxsbq7t376YYQKR2Uly1alXZ29srIiJCf/75p8W2AwcOGLcbNGiQYj02NjaqX7++fvjhB+O5yf2jXLly5SSvFFpDVFSU1qxZo82bN+vo0aP6+++/de/evSTH7adlEsb41RySE9+DQko8tCv+d1rSU431zqjjgjWkZ9+ILxM/n8iBAweSDeCKFCmS6PholoQ9PZ7sHWGt403CfaRx48Ypzs/xtLy9vZU9e3Y9ePBAAQEBun37tt5++2298sorVqn/8OHDxvurU6dOqnOFNGjQQEuXLpX0eF9IrrdM3rx5UwxFc+bMqfz58+vWrVtPNawyI1WrVi3FniqSLFagun37tjH0LDkJh+6cPn3aCO0vXrxorKxSsGDBVOuRHvfsiYiISNcqToDZCCgA4Bk0b948XeXv3LljrGZw5cqVdF9FCw8Pt5i87sGDB+rTp49WrlyZ5jqenDn+eZLUUIcnxV+9joqKeqrPL6Ol1m064WRxT04GmVLZpJYcTKhEiRIpbre1tVWxYsV0/PhxhYaGKiYmxvjHOuFydGkJcDw8PIzbKS1ll5bv82kcOXJEnTt31oULF9JUPi37fGqTwKb0XSRcjrFMmTJpalNC1j4uWNOLtm88jYQrzDz5+2ut482z7iNpUahQIY0aNUqDBg3So0ePNHnyZE2ePFlOTk6qXr26vLy81KhRo1Qn3E1ORu0LaRlqEv/7l9pxMLOl52+WJGMy6rRKuA8lrGfPnj1GEJjeeoDnHQEFAGSi1Mbhpubhw4cW9z/66CMjnMiePbsaNWqkKlWqqHDhwsqVK5dxArpjxw7Nnj1bkhKNn3+epGVpwmcJWJ78/DJCWpbefJqyqUlLT4WE8yvcu3fPGNKQcHm8pOaweFLCMiktrZeW7zO9bt26pdatWxtXGd3d3dW4cWOVKlVKhQoVkp2dnXF1+ssvv9SpU6fStM8/y3eRcJ9My+f3JGsfF6zpRdo3nlbCE7+Ek3hK1jvePOs+klY9e/ZUmTJlNHbsWO3evVtxcXG6efOmNm7cqI0bN2rYsGHy8vJSQECAqlSpkq66M2pfsOZxMLOlZT9+lt/vhPuQteoBnncEFACQiXLnzm3c9vHxMZbtexoXLlwwus8WKVJEGzduVLFixZIsGz+zvhlSmygvvezt7XXv3j2VKFEi0VCFf7PIyMhUy9y/f9+4nXBfTHg7fqx0ShKWSfjczDBjxgwjnOjUqZMmTJiQbFfzMWPGZEqbEi6Bm5bP70nWPC5Y24u0bzyN2NhYY4UISYkmprTW8eZZ95H0qFu3rurWratbt25p7969+v3337Vnzx79+eefiouLU1BQkHx9fbVu3TpjzpC0eNn3hYyS8L1fuXLlqT+LhM/r27evvvzyy2duG/A8enEjSwB4ATk4OBhXsZ91ErMdO3YY4+0HDBiQbDghWT+gsLOzM26nNnnjk0vhPav4uQAuX76c4f/ov0gSzuCflNjYWF28eFHS44ndEo6bTrhiR2r1SNK5c+eM2wnnZsgM8fMz2NnZKSAgINlwIi4uTleuXMmUNiVcivFpJvGz5nHB2l6kfeNpbNmyxejdkCdPnkSrMVjrePOs+8jTKFiwoFq0aKGRI0fqf//7n44ePWpM6Pjw4UNj6dy0etn3hYyS8L0/y3efsJ7n7TgBWBMBBQBkIltbW2NZths3bqRpdYHk3Lx507j9n//8J8Wyqc3gnbCLbVKTDD4p4WoH169fT7ZcdHS0Dh06lGp96RG/msKjR4+M5f8g7dy5M8XtBw4cME6wnpycM+FV419//TXFeuLi4ixm5E9tos+0SDhhYGr7X/x+X6hQIeXNmzfZcgcPHlRYWNgzty0tEk7uunnz5nQ/35rHBWtLz74hWR5rrLFvZKTo6GiNHz/euP/2228nmvDQWsebhPvIli1b0nSctTY3NzfNnDnTGMZy4MCBdHX9r1SpkjEZ665du1IdOvUi7QsZKeGSw2mZ2DI5pUuXNiZO3r17N/NK4KVFQAEAmaxDhw7G7S+++OKph0AknHMgpckC169fn+rVloRjhRMOA0hOwkneUjoxXrFihdVPEhN+fmPGjElTe/8Nli5dmuKSn1OnTjVuPzm5q5eXl3HSsnnzZp05cybZetatW6eQkBBJj5eFTW2iz7RI2HU5te8zvqfBX3/9lWLZzBreIT0+iY+fNHD79u1pWoXjSdY6LlhbiRIljFUgDh06lOJ7++OPP4yJ+4oXL24sk/s8iouL09ChQ40wKEeOHPrwww8TlbPW8cbZ2dlYaefcuXOprgCVUbJly2ZciY+Li0vXnEQ5c+bUG2+8IelxUBg/xDAply5d0tq1ayU97pmS0vK0L7tWrVoZx605c+YkWqY4Pd5++21Jj4f0jR492irtA543BBQAkMnatm1rdCPetWuX/u///i/FCcQiIyO1aNEi45+9eAmvSE2cODHJqyn79+9X//79U21ToUKFjJPEw4cPp1q+QYMGRq+LWbNmJdmV/o8//tDQoUNTrSu9atSooaZNm0p63F22Y8eO+vvvv5MtHx0drQ0bNmju3LlWb8vzJDw8XD169EjyBGrWrFnGvAaFCxdW27ZtLbZnz55d/v7+kh5fKe7SpYtFD514wcHBFrPQJ3VC9zQSDk8KDg5OsWz8xH4xMTH66quvEm2PjY3VyJEjM7V3ja2trT755BPjfrdu3bR3795ky587dy5RaGit40JGSPg9+/v76+zZs4nKXLp0Sd27dzd6BvTv3/+5nfzwyJEjatu2rTFxsCRNmTLFYhhGPGseb4YOHWp8JoMGDdL69euTref69evpnvNi2bJlWrJkSYrz0ezbt0/Hjh2T9HiVjfQuA9yvXz+jx9Mnn3yi/fv3JyoTFhamLl26GO3o0aOHxRwc/zaFChVS3759JT2e6NLPzy/FoR5xcXHas2ePAgICEm3r16+fseLQzJkzNWbMmBRDprCwME2YMMFiuWDgecckmQCQyWxtbbVw4UI1atRIN27c0MqVK7Vt2za1adNGlStXVr58+XT//n1duXJFBw8e1I4dOxQREaHPPvvMoh5vb29VrFhRR44cUUhIiGrUqKGuXbvKw8NDkZGR2rlzp3Hy0q5duxSXIrWxsVHt2rW1ZcsWnT17Vu+9956aNWtmMZSjTp06xlJv7u7uatOmjVatWqVbt26pfv366t69u8qWLat//vlHu3bt0po1a1SgQAHVrl1bu3fvtupnOG3aNDVu3FgnT57U9u3bVblyZbVs2VLVqlVTwYIFFRUVpRs3big4OFi//PKLwsPD1a1bN6u24XnTrFkzbdq0SV5eXnr33XdVokQJhYeH68cffzS65tva2mrChAkWq3nE69+/v7Zu3ar9+/fr+PHjqlGjht59911VrFhR0dHRCgoK0rJly4wu4d27dzeupj6runXrGrc//fRT3bx5UyVLljTml3Bzc1O5cuUkPV6lYOnSpYqNjdXUqVMVHBys5s2by9nZWZcvX9aKFSt09OhRlS9fXlmzZk1T4GYNbdu21Z49ezR37lzdvn1bzZo10xtvvKEGDRrIxcVFDx8+1IULF7Rz507t27dP06dPV9myZY3nW+u4kBHatWunTZs2ad26dbp27Zrq1q2rjh07qmrVqrK1tdWff/6pxYsXG3M5NGrUSF27ds3wdiUnKCjIYu6byMhI3blzR6dPn9Zvv/1mEYLlzJlTo0ePlp+fX7L1Wet4U7NmTY0YMUKff/65IiMj1aVLF3l5ealJkyZyd3dXTEyMLl++rL1792rHjh0aNGhQuoZGnD17VuPGjdPHH38sHx8fvfrqq3J3d5ednZ1CQ0O1Z88e/fTTT0bvnPQueSk97m3Vt29fTZo0SXfv3lXTpk3l5+en2rVrK0eOHDpx4oQWLFig0NBQSVLFihU1ZMiQdL/Oy2bw4MEKDg7Wli1bdPr0aXl7e6tx48aqXbu2XFxcFBMTo9DQUB07dkzbt2/XlStXVLVqVYvgU3ocdixYsEB+fn5GL4olS5aoVatWKlu2rOzt7XX37l2FhIQYPZqio6O1atUqk945kH4EFABggqJFi+rXX39Vz549tXv3boWFhWnOnDnJls+SJYsx9jSejY2N5s2bp5YtW+ratWv666+/EnVrz5Ejh8aPH69dysdCAAAgAElEQVTo6OgUAwpJGjJkiLZv366oqCitWbNGa9assdh+7NgxiyuMY8aM0YkTJ3Ts2DGFhobq66+/tihfuHBhLVmyRNOnT0/xdZ+Gg4ODtm7dqn79+mn9+vWKiIjQ0qVLk+1ybGNjYzHB28to1KhRio2N1ebNmzVq1KhE2+3s7DR+/Hj5+vom+fysWbNq9erV6t69u37++WeFhYVp0qRJicrZ2Niod+/eSfZeeFqenp5q3bq11q1bpxs3bmjYsGEW2999911NnjzZKPv1119ryJAhio2N1e7duxMFYOXKldOSJUvUu3dvq7UxLb799ls5Ojpq/PjxevTokQIDAxUYGJhk2aR6F1jjuJBRZs+eLXt7ey1evFj379/X999/r++//z5RuTZt2mjatGkW84pktpEjR6ZaJlu2bGrSpIlGjBghDw+PFMta83jz4YcfKl++fBo+fLgiIiIUFBSkoKCgJMumtwdK/GceERGhTZs2adOmTUmWs7Oz06effqqOHTumq/54X3zxhbJly6YJEyYoOjpay5Yt07JlyxKVq1OnjhYuXGgE2/9mtra2Wrx4sb744gtNmzZN0dHRKX5HkuTq6prk47Vq1dKWLVvUo0cPnTlzRhcvXkzyWB0vV65ccnBweOb3AGQWAgoAMEnhwoW1ceNG7dy5U2vWrNG+fft0/fp13bt3T/b29nJ1ddUrr7yiOnXqqEmTJnJ2dk5Uh4eHh3bt2qXJkydr8+bNunjxojHG2MfHRz169FDp0qW1YMGCVNvj6empX3/9VdOmTVNQUJCuXbuW4njrggULKjAwUDNmzNDatWuNWd2LFi2qZs2ayd/f3+iKmhHy5cunH374QYcOHdLSpUu1d+9eXblyRXfv3lXOnDnl7OyscuXKydvbW02bNlXx4sUzrC3PAzs7Oy1ZskTLly/XkiVLdOLECd25c0dOTk6qX7+++vbtq9KlS6dYR548ebRixQoFBgZq+fLl+u233xQaGqqsWbPKxcVFderUUdeuXROtdGANc+bMUe3atbV27VqdPHlSd+7cUXR0dJJle/XqpcqVK2vq1Kn67bffdPv2bTk4OKhkyZJq1aqVunbtmu6u69ZgY2OjoUOHqkOHDpo/f762b9+uixcv6u7du7K3t1eRIkVUtWpVtWjRQg0aNEiyDmscFzJCtmzZNHXqVHXp0kULFizQ3r17dePGDcXFxcnJyUleXl565513VKdOnUxpT1plyZJF9vb2yps3r1xcXFSxYkVVqVJFTZo0kaOjY5rrsebxplu3bmrevLnmzZun//3vfzp79qzu3Lmj7Nmzy93dXZ6enmratKkxtCSthgwZokaNGmnnzp3au3evTp8+rdDQUEVHRytPnjwqWbKk6tSpo86dO6c6sXJKbGxs9Omnn8rPz09z587Vzp07de3aNT18+FCOjo567bXX1K5du0Rz3fzbZcmSRSNHjlT37t21cOFC7dq1S+fPn1d4eLiyZs2qQoUKqUyZMqpevbp8fX1TPM5WrlxZ+/bt04YNG/TTTz/pjz/+UGhoqKKiopQ7d24VK1ZMFStWlI+Pj3x9ff/VQ2zw4rEJDw/P/GmEAQDAM+vVq5dWrFghKXEPFwAAgBfN8zl7EQAAAAAA+FchoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKZjFQ8AAAAAAGA6elAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTEVAAAAAAAADTZTW7AUBaOcy7anYTAAAAAOC5FN7NzewmPDN6UAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANMRUAAAAAAAANO9EAHFrl275ODgoFu3biV5/1ktXrxYbm5uVqkrMyXV7vnz56tChQrKnz+/Ro8eneltGj16tLy8vDL9dQEAAAAAL7ZMCShu3rypwYMHy9PTU05OTipXrpz8/Pz0888/Z8bLa8GCBapTp47c3NxUtGhReXt7a9SoUcb2Nm3a6NChQ5nSluRO4C9evCgHBwcdPHgwzXU92e7w8HD997//Vd++fXXixAn17dvXKm1Oj759+2rTpk3GfX9/f7Vv3z7T2wEAAAAAeLFkzegXuHjxoho3bqzcuXPrs88+U4UKFRQbG6sdO3ZowIABOnr0aIa+/sKFCzV48GAFBASoXr16evjwoU6ePKn9+/cbZXLmzKmcOXNmaDsywpPtvnTpkqKjo+Xr6ysXF5enrvfhw4eys7N7qufmzp37qV8XAAAAAPDvleE9KP773/8qLi5Ov/76q958802VKlVKZcqUUa9evbR7925J0p07d9S/f395eHjI3d1dTZs2TVdPgpRs3rxZLVq0ULdu3VSiRAmVLVtWrVu3VkBAgFHmyaESDg4OSf7Eu3btmt577z0VK1ZMxYoV01tvvaVz585Zpb1PtmnHjh3y8vKSq6urmjdvrpCQkCTbvXjxYtWtW1eS5OnpKQcHB128eFGSNG/ePFWpUkWOjo6qUqWKfvjhB4vXcnBw0OzZs9WpUye5urpq5MiRxjCawMBA1atXTy4uLmrSpImuXr2q3bt3q1atWnJzc1P79u11+/Zto66EPURGjx6tpUuXauvWrcZnuGvXLrVo0UIff/yxRRvu3r2rwoULa8OGDVb9HAEAAAAAL4YMDSjCwsK0bds29ezZM8kr6w4ODoqLi1P79u11/fp1LV++XDt37pS3t7datmypGzduPHMbnJ2ddeDAAYsT+9ScOnXK+Dl27Jg8PT3l7e0tSbp//75atGih7Nmza9OmTQoMDJSzs7NatWql+/fvP3N7E3rw4IHGjx+vKVOm6Oeff9adO3c0YMCAJMu2adNGq1evliT98ssvOnXqlNzd3fXjjz/q448/lr+/v4KCgtS7d28NHDhQmzdvtnj+mDFj1KhRI+3du1c9evQwHh89erRGjx6tbdu2KTw8XO+9956++eYbTZw4URs3btSJEyeSneuib9++evPNN+Xj42N8njVq1FCXLl20cuVKPXjwwCi7evVq2dvbq0mTJs/6sQEAAAAAXkAZOsTj/PnziouLU+nSpZMts3PnTh05ckRnz541hisMHz5cW7Zs0fLly9W/f/9nasPgwYN19OhReXp6qkSJEqpatarq168vPz8/ZcuWLcnnODs7G7cHDhyoO3fuaM2aNZIen0jHxcVp2rRpsrGxkSRNmDBBHh4e2rp1q958881nam9C0dHRGjdunEqVKiXp8Qn/Bx98oNjYWNnaWmZLOXPmVIECBSRJBQsWNN7DlClT1L59e/Xq1UuS5OHhoUOHDmnixIkWYcCbb76pzp07G/cvX74sSRo2bJgRznTr1k2DBg3S9u3b5enpKUnq0KFDsr0ecufOrRw5cih79uwWn2mLFi00aNAgbdy4UW3btpUkLVq0SG+//Xay3wkAAAAA4OWWoT0o4uLiUi0THBys+/fvy8PDQ25ubsbPiRMndOHChWdug4uLiwIDA7V37175+/srLi5OH330kRo0aJBqj4fZs2dr5cqVWrZsmXHyHxwcrIsXL8rd3d1oa9GiRRUeHm6V9iaUPXt2I5yIfy+PHj3SnTt30lxHfK+FhLy8vHTy5EmLx6pUqZLk81955RXjtpOTU5KPhYaGprk90uP31b59ey1atEiSdPLkSR04cECdOnVKVz0AAAAAgJdHhvagKFmypGxsbHT69Olky8TGxsrJySnRkANJypMnj9XaUr58eZUvX149e/ZUUFCQmjRporVr1+qdd95JsvyOHTs0fPhwLVmyRGXKlLFob8WKFTV37txEz8mfP3+q7ciTJ4/u3r2b6PH40CFv3rzGY1mzWn498T02YmNjU32dpJ6X0mP29vZJPjdhj4b45zz5WHrbI0mdO3dWrVq1dPnyZS1cuFDVq1dX2bJl010PAAAAAODlkKE9KPLnz6/XX39ds2fP1r179xJtDw8PV+XKlXXz5k3Z2tqqRIkSFj+Ojo4Z0q74E+GIiIgkt587d05dunTRyJEj9frrr1tsq1y5ss6fP68CBQokam9aAopSpUrpxo0biebXCA4Olp2dnYoVK/aU7yppZcqU0b59+yweCwoKyrQwwM7OTjExMYkeL1eunKpWraoffvhBK1asoPcEAAAAAPzLZfgqHuPGjVNcXJzq16+vdevW6cyZMzp9+rTmzJmj2rVry8fHRzVr1lTHjh0VGBiokJAQ7d+/XwEBAdq7d+8zv/6AAQP0zTffaN++fbp06ZJ+//139e7dW7ly5VKDBg0SlY+MjFSHDh3k4+Oj1q1b66+//jJ+JKldu3ZycnJSx44dtXv3boWEhGjPnj0aNmxYmlbyeP3111W6dGl1795d+/btU0hIiNavX6+vvvpK/v7+iXpNPKu+fftq+fLlmj17ts6dO6eZM2dq5cqV6tevn1VfJzlFixbViRMndObMGd26dUuPHj0ytnXu3FmTJk3S/fv3rTp3BwAAAADgxZPhAUXx4sW1Y8cO+fj46LPPPlOtWrXUsmVLbd68Wd99951sbGy0YsUK1alTR/3791e1atXUrVs3nT17VoULF37m1/fx8dGBAwfUrVs3Va1a1bhSv3btWnl4eCQqf/PmTZ0+fVrr1q1TmTJlLH4kKVeuXPrpp59UvHhxde3aVdWrV5e/v7/Cw8MtliJNTtasWbVmzRoVLVpUPXv2lJeXlwICAtS7d28NHz78md/vk5o3b65vvvlG06ZNU40aNTRjxgx9++23mbZaRpcuXVS6dGnVr19fJUuWtOjN0aZNG9nZ2al169ZWHc4DAAAAAHjx2ISHh6c+kyWQAa5fv64KFSpo06ZNqlmzZqrlHeZdzYRWAQAAAMCLJ7ybm9lNeGYZOkkmkJRHjx7pxo0b+vLLL1WpUqU0hRMAAAAAgJfbCx9Q+Pn5KSgoKMltAwYM0MCBAzO1PTVr1tTly5eT3Pbdd9/prbfeytT2PI/27dunFi1aqGTJkpo3b57ZzQEAAAAAPAde+CEe165dU1RUVJLb8ufPn6aVNazp0qVLio6OTnKbo6Mjcy08A4Z4AAAAAEDSGOLxHHB1dTW7CRaKFi1qdhMAAAAAAHjhZPgqHgAAAAAAAKkhoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKYjoAAAAAAAAKazCQ8PjzO7EQAAAAAA4N+NHhQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0BBQAAAAAAMB0Wc1uAJBWDvOumt0EwEJ4NzezmwAAAAC8NOhBAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAaurWLGiJk+enObyu3btkoODg27dupWBrQIAAAAAPM8IKKzI399fDg4Oxk+JEiXUvn17nT592uymycHBQY6OjgoJCbF43N/fX+3btzenUf9fjRo1dOrUKRUoUMDUdgAAAAAAzENAYWU+Pj46deqUTp06pTVr1igyMlKdOnV66vqio6MVFxdnlbZlyZJFX375pVXqsiY7Ozs5OzvLxsbG7KYAAAAAAExCQGFl2bNnl7Ozs5ydneXp6an3339fp0+fVmRkpCTp888/V9WqVeXi4qKKFStqxIgRioqKMp4/evRoeXl5afHixfL09JSTk5MiIiIUFxeniRMnytPTUy4uLvL29tby5cvT1bZevXpp7dq1OnToULJlkupREd+mhJYsWSJvb285OTmpVKlS8vf3T7bOO3fuqH///vLw8JC7u7uaNm2qgwcPGtsZ4gEAAAAAyGp2A15m//zzj9asWaPy5csrZ86ckqRcuXJpypQpKly4sE6dOqUBAwbIzs5Ow4cPN5538eJFrVq1SvPnz5ednZ1y5MihUaNGaf369Ro3bpw8PDz0+++/q3///nJwcJCvr2+a2vPaa6+pZcuWGjFihDZs2PDU72vevHkaMmSIPv30U/n6+ioiIkI7d+5MsmxcXJzat2+vvHnzavny5cqfP7+WLFmili1b6vfff5eLi8tTtwMAAAAA8PIgoLCybdu2yc3NTZIUEREhd3d3rVixwtg+aNAg43axYsU0YMAATZ482SKgePjwoWbOnCknJyejnqlTp2rNmjXy9vaWJBUvXlwHDhzQ999/n+aAQpJGjBihGjVqaNu2bXrjjTee6j2OHTtW/v7+6tOnj/GYp6dnkmV37typI0eO6OzZs0ZIM3z4cG3ZskXLly9X//79n6oNAAAAAICXCwGFlXl7e2vixImSpLCwMH3//fdq06aNtm3bJnd3d61fv17Tp0/X+fPnFRERoZiYGMXExFjU4erqaoQTknTq1ClFRUXJz8/PYp6GR48eqWjRoulqX4kSJdSlSxd9/vnnatCgQbrfX2hoqK5du6Z69eqlqXxwcLDu378vDw8Pi8ejoqJ04cKFdL8+AAAAAODlREBhZbly5VKJEiWM+56enipatKjmz58vX19fvffeexo8eLACAgKUL18+/fTTT/r0008t6rC3t7e4HxsbK0launSpihQpYrEta9b0f4WDBw9WlSpVLHp2xLO1tU00KWd0dLRxO70TdsbGxsrJyUmbN29OtC1PnjzpqgsAAAAA8PIioMhgNjY2srW1VWRkpPbt26fChQtbDPO4fPlyqnWUKVNG2bNn1+XLl9PccyEljo6O6tOnj7766itVr17dYluhQoV05MgRi8cS3ndycpKrq6t27Nih+vXrp/palStX1s2bN2Vra6vixYs/c9sBAAAAAC8nVvGwsgcPHuivv/7SX3/9pVOnTmnQoEG6d++eGjduLA8PD12/fl0rVqxQSEiI5syZo9WrV6daZ548edS3b199+umnWrhwoc6fP6/Dhw9r7ty5mj9//lO1s0+fPnrw4IE2bdpk8XjdunV1+PBh43UmTpyoffv2WZQZOHCgpk+frqlTp+rs2bM6fPiwJk+enOTr+Pj4qGbNmurYsaMCAwMVEhKi/fv3KyAgQHv37n2qtgMAAAAAXj70oLCy7du3q0yZMpIeBwulSpXS/PnzVadOHUlSv379NHToUEVFRal+/fr65JNPNHDgwFTrHTZsmBwdHTVlyhQNHDhQefLkUcWKFZ96ksncuXNr8ODBiV779ddf1+DBgzVq1ChFRkaqXbt26tGjh8UQje7duytbtmyaOnWqPv/8c+XPn18NGzZM8nVsbGy0YsUKjRo1Sv3791doaKicnJxUo0YNdejQ4anaDgAAAAB4+diEh4enb1IBwCQO866a3QTAQng3N7ObAAAAALw0GOIBAAAAAABMR0DxEvj222/l5uaW5I+fn5/ZzQMAAAAAIFUM8XgJhIWFKSwsLMltOXLkkKuraya3KGMwxAPPG4Z4AAAAANbDJJkvgfz58yt//vxmNwMAAAAAgKfGEA8AAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6m/Dw8DizGwEAAAAAAP7d6EEBAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMR0ABAAAAAABMl9XsBgBp5TDvqtlNyHDh3dzMbgIAAAAAmIIeFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFAAAAAAAwHQEFACA/8fencd7OSf+/3+eRCQzx1KnXUI1lKS0mCj6IipNmVSWRpbIdw4jYj7DB9myb5NlPjP4oL72sWtQQwtZxj6GGtNGQpYYa9L5/TE35+eoKC2Xcr/fbud2631d1/t1vV6Xv87DdV0HAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcAIFAAAAUDiBAgAAACicQAEAAAAUTqAAAAAACrfWBopWrVrl97//fdHTWCmWZS3Ls94xY8akQYMGK2NqAAAAsFJUL3oC39fbb7+dCy+8MA888EDeeOONbLrpptl2220zZMiQ7LHHHkVPb5n06NEjjz766FL3N2rUKC+++OIyjfXwww+nZs2aK2tqAAAAsFqtkYFi1qxZ6d69e2rVqpVTTz01LVu2zKJFizJhwoQMGzYsf//734ue4jIZPXp0FixYkCR5//3307Fjx1x//fXp0KFDkmSdddZZ5rE222yzVTJHAAAAWB3WyEc8jj/++FRUVOThhx9Onz59svXWW6d58+YZMmRIJk+evMTvlJaW5q677qqy7ZuPRZSWlubqq6/OwIEDU69evbRt2zYTJ07MnDlz0rdv39SvXz+dO3fOc889V/mdrx6XGDt2bNq2bZuysrL07NkzM2fO/M51bLzxxikrK0tZWVlq16692LavR4fPPvssv/nNb9KoUaNss802ueyyy751LR9++GGGDRuW5s2bp6ysLO3bt8+f//znJc5j/vz52XPPPdO3b998/PHHmTRpUkpLSzNhwoR069Yt9erVS9euXausO0meeOKJ7L333qlXr15+9rOfZdiwYfnwww8r9z/66KP5P//n/6RBgwZp3LhxunXrln/84x9Jkg8++CBDhgzJVlttlbKyslxTKaQAACAASURBVLRu3TpXXHHFd14zAAAA1k5rXKB4//33M27cuBx++OGpVavWYvtLS0tXaPwLLrgg++67byZPnpw2bdrksMMOS3l5eQ499NBMnDgx9erVy1FHHVXlO59//nnOPffcXH755XnwwQfz5Zdf5oADDkhFRcUKzeXrrrjiimyzzTaZMGFCjjnmmJxyyil58sknl3hsRUVF+vXrl0cffTSXX355nnjiiZx11llZd911Fzv2zTffrIwMN910UzbccMPKfSNGjMipp56aCRMmZJNNNsmQIUMq1/TSSy+lb9++2WuvvTJ58uTccMMNefHFF/PrX/86SbJw4cLsv//+6dixYyZPnpxx48blyCOPrLwr5Mwzz8w//vGP3HzzzXnyySczatSo1K9ff6VdLwAAANYsa9wjHtOnT09FRUWaNWu2SsYfMGBAfvnLXyZJhg0blttuuy277bZbevTokSQ5+uij06tXr7z77rvZdNNNk/znl/FzzjknHTt2TJL84Q9/yPbbb58JEyaka9euK2Veu+22W4YMGZIkOeKII/KHP/whEyZMSPv27Rc79pFHHsmTTz6Zxx9/PM2bN0+SNGnSZLHjpk+fnj59+qRbt2654IILUq1a1V510kknZZdddkmSnHDCCenevXveeOONNGjQIJdddln69OmT8vLyyuMvvPDC7LLLLpk3b16qV6+eDz74IN27d88WW2yRJFX+m7322mvZbrvt0rZt2yTJ5ptvvgJXBwAAgDXdGncHxcq8K2FJtt1228p/16lTZ6nb5s2bV7mtWrVqlb9oJ0njxo1Tr169vPLKK6tkXklSt27dKnP4uhdeeCF169atjBNLsmDBgnTv3j277757LrroosXixDfPWbdu3ST//7qff/753HLLLWnQoEHlT/fu3ZMkM2bMyMYbb5z9998/++67b/bbb7+MGjUqr7/+euV4hx56aO688878/Oc/z8knn7zUR3MAAAD4cVjjAsWWW26ZkpKSTJs2bbm+V1JSsljcWLhw4WLHff0xiJKSkiRJ9erVF9u2aNGi5Tr/ivrm4xlLWs9XliXirLvuutl1113z4IMPZvbs2d95zq/W/dXYixYtyqBBgzJp0qTKn8mTJ+eZZ55Jq1atkvznsZRx48Zlp512ytixY9OuXbuMHz8+SbL77rvnxRdfTHl5ed599930799/sUdnAAAA+PFY4wLFxhtvnG7duuWPf/xjPvroo8X2z58/f4nf22yzzfLmm29Wfn777berfF4RixYtyjPPPFP5+bXXXsvcuXO/9Q6GVal169Z58803M3Xq1KUeU1JSkiuvvDIdO3ZMr1698tprry33OV5++eU0bdp0sZ8NNtig8rhWrVrlN7/5Te6777507tw5N954Y+W+TTfdNAMGDMiVV16Z3//+97nxxhvz+eefL/+CAQAAWOOtcYEi+c+LLCsqKrLrrrvmzjvvzD//+c9MmzYtV199dTp37rzE7+yyyy7505/+lGeffTbPP/98jjrqqKy//vorZT7Vq1fPf/3Xf+XJJ5/MCy+8kKFDh6ZFixYr7f0Ty6tLly5p165dBg0alPHjx2fmzJl5+OGHc++991Y5rlq1arnqqqvSoUOH9OzZc7kixTHHHJNnnnkmxx57bJ5//vlMnz49f/nLX/Kb3/wmSTJz5sycdtppeeKJJzJ79uxMnDgxL730UmW0Oeuss3LvvffmX//6V6ZOnZp77rknTZo0SY0aNVbehQAAAGCNsca9JDP5zwsfJ0yYkAsvvDCnnnpq5s6dm0022SQtW7bMxRdfvMTvnHnmmSkvL0/Pnj1Tu3btjBgx4lvvMFgeNWrUyHHHHZcjjzwyr7/+etq1a5fRo0dXPhaxulWrVi233nprTjnllAwZMiQfffRRmjRpkt/+9rdLPPbKK6/M0KFD06tXr9xzzz3LdI6WLVvm/vvvz5lnnpmePXvmyy+/TJMmTSpfJlqzZs28+uqrOfjgg/Puu++mTp066devX2XAqFGjRs4888zMmjUrNWrUyI477pibbrpp5V0EAAAA1igl8+fPX7VvnVzLjRkzJieccELmzJlT9FTWeqXXrv3XeP7gBkVPAQAAoBBr5CMeAAAAwNpljXzEY03SsWPHpb7b4eKLL85+++23mmcEAAAAPzwe8VjFZs+evcQ/Z5oktWvXzkYbbbSaZ7Tm8ogHAADA2ssdFKtY48aNi54CAAAA/OB5BwUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcAIFAAAAUDiBAgAAACicQAEAAAAUTqAAAAAACidQAAAAAIUTKAAAAIDCCRQAAABA4QQKAAAAoHACBQAAAFA4gQIAAAAonEABAAAAFE6gAAAAAAonUAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhSubPn19R9CQAAACAHzd3UAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcAIFAAAAUDiBAgAAACicQAEAAAAUTqAAAAAACidQAAAAAIUTKAAAAIDCCRQAAABA4QQKAAAAoHDVi54ALKvSa+essrHnD26wysYGAADgu7mDAgAAACicQAEAAAAUTqAAAAAACidQAAAAAIUTKAAAAIDCCRQAAABA4QQKAAAAoHACBQAAAFA4gQIAAAAonEABAAAAFE6gAAAAAAonUAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcAIFAAAAUDiBAgAAACicQAEAAAAUTqAAAAAACidQAAAAAIUTKAAAAIDCCRQAAABA4QQKAAAAoHACBQAAAFA4gQIAAAAonEABAAAAFE6gAAAAAAonUPxADB06NP379y96GosZOXJkOnXqtFLHHDNmTBo0aLDUzwAAAPz4rHWBYujQoSktLc35559fZfukSZNSWlqad999t6CZrTxr2xr79u2b5557ruhpAAAAUKC1LlAkyfrrr5/LLrss77zzzkobc8GCBSttrJVhVayxKBtssEFq165d9DQAAAAo0FoZKHbeeec0atQo55133lKPefTRR9OtW7eUlZVl6623zn/9139ViRA9evTIsGHDcvLJJ2fLLbfMnnvumSQpLS3N1VdfnYEDB6ZevXpp27ZtJk6cmDlz5qRv376pX79+OnfuXOWOgPfeey+HHnpottlmm9StWzcdO3bM6NGjV/kal3RHxaxZs1JaWppnn322ctu0adMyYMCANG7cOA0aNMjuu++el156aanjjh49Oh06dEhZWVnatm2byy+/PIsWLarc/9prr+WAAw5Iw4YN07Bhwxx44IGZM2fOUsfziAcAAABrZaCoVq1aTjvttFx77bWZMWPGYvvfeOON9OvXL9ttt10mTpyY3//+97n99tszYsSIKsfdcsstqaioyNixY3PVVVdVbr/ggguy7777ZvLkyWnTpk0OO+ywlJeX59BDD83EiRNTr169HHXUUZXHf/bZZ2ndunVuuummPP744znyyCNz7LHHZsKECatsjctq7ty56d69e0pKSnLHHXdkwoQJOeyww/Lll18u8fjrrrsuZ5xxRn73u9/liSeeyJlnnplLL700f/rTn5IkFRUVOeCAAzJv3rzcfffdueeee/Lmm2/mgAMOSEVFxfeeJwAAAGu36kVPYFXZY4890qFDh5xxxhm55pprquy7+uqrU1ZWlgsvvDDVqlVL8+bNc+qpp+bYY4/NSSedlJo1ayZJGjdunLPOOmuxsQcMGJBf/vKXSZJhw4bltttuy2677ZYePXokSY4++uj06tUr7777bjbddNPUr18/Rx99dOX3Dz744EycODG33XZbunTpskrWuKz+9Kc/pWbNmrnuuuuy3nrrJUm22mqrpR5//vnnZ8SIEendu3eSpEmTJpkxY0auvvrqDBkyJI888kj+/ve/59lnn83mm29eeY42bdpkwoQJ6dq16/eaJwAAAGu3tfIOiq+cfvrpufPOO6s8zpAkU6dOzY477phq1f7/5Xfq1CkLFizI9OnTK7dtv/32Sxx32223rfx3nTp1lrpt3rx5SZIvv/wyF1xwQXbaaadsscUWadCgQe655568/vrrK7jCpa9xWb3wwgvp1KlTZZz4Nu+8805ef/31HHvssWnQoEHlz4gRIyrv4pg6dWrq1atXGSeS/0SMevXq5ZVXXvlecwQAAGDtt9beQZEkO+ywQ/bZZ5+ceuqpGT58eOX2ioqKlJSULPE7X9++4YYbLvGYddddd7Hjq1evvti2r97L8Pvf/z6jRo3KOeeck2222Sa1atXK6aefXhkwVsTS1pikMsB8/dGKhQsXVjlmeR67+Go9F110UTp06LDEY5b12gIAAMDXrdWBIklOOeWUdOjQIePHj6/c1qJFi9xxxx1ZtGhR5S/xU6ZMyXrrrZcttthipc9hypQp6d69ewYMGJDkP7/Ev/rqq/npT3+6UsZf0hqTZLPNNkuSvPnmm5X/fvHFF6sc07p169x8881ZsGDBd95FUadOndSvXz8zZszIwIEDl3hMixYt8sYbb2TWrFmVd1HMnDkzc+fOTYsWLb7X+gAAAFj7rdWPeCRJ06ZNc/DBB1d5yeWhhx6aN998M8cdd1ymTp2aBx54ICNGjMjhhx9e+f6JlWmrrbbKxIkTM2XKlEybNi3Dhw/P7NmzV9r4S1rjV9sbNmyYc845J6+++mr++te/5vzzz69yzKGHHpqPP/44Bx98cJ555plMnz49t912W1544YUlnuu3v/1tLrvsslx++eX55z//mX/84x+58cYbc9FFFyVJunbtmpYtW2bIkCF57rnn8uyzz+bwww9P69ats8suu6y0NQMAALB2WesDRZKccMIJVR7BqF+/fm699da88MIL2XnnnfPrX/86++67b0455ZRVcv7hw4dnhx12SL9+/bL33nunZs2a6dev30o9xzfXmPznUZSrr746M2fOTOfOnTNy5MjF1li/fv3cf//9+eKLL9KrV6/ssssu+Z//+Z/FxvrKoEGDMmrUqNx8883p3Llz9tprr1x33XWVd0uUlJRkzJgx2XTTTdOzZ8/06tUrderUyZgxYzziAQAAwFKVzJ8/399+ZI1Qeu2cVTb2/MENVtnYAAAAfLcfxR0UAAAAwA/bWv+SzDXNa6+9lo4dOy51/+OPP55GjRqtxhkBAADAqidQ/MDUq1cvkyZN+tb9AAAAsLYRKH5gqlevnqZNmxY9DQAAAFitvIMCAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcAIFAAAAUDiBAgAAACicQAEAAAAUTqAAAAAACidQAAAAAIUTKAAAAIDCCRQAAABA4QQKAAAAoHACBQAAAFA4gQIAAAAonEABAAAAFE6gAAAAAAonUAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhSubPn19R9CQAAACAHzd3UAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcAIFAAAAUDiBAgAAACicQAEAAAAUTqAAAAAACidQAAAAAIUTKAAAAIDCCRQAAABA4QQKAAAAoHDVi54ALKvSa+cs87HzBzdYhTMBAABgZXMHBQAAAFA4gQIAAAAonEABAAAAFE6gAAAAAAonUAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcAIFAAAAUDiBAgAAACicQAEAAAAUTqAAAAAACidQAAAAAIUTKAAAAIDCCRQAAABA4QQKAAAAoHACBQAAAFA4gQIAAAAonEABAAAAFE6gAAAAAAonUAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoPiGSZMmpbS0NO++++5KHbdHjx4ZPnz4Sh3zm5599tmUlpZm1qxZSZIxY8akQYMGq/Scq+McAAAArP1+MIFi6NChKS0tTXl5+WL7TjnllJSWlqZ///6rfB4dOnTI1KlTs8kmm6zyc32Xu+++O5tsskkOP/zwoqeyVH379s1zzz1X9DQAAABYw/1gAkWSNGzYMHfccUc+/vjjym0LFy7MzTffnIYNG67Q2AsWLFim49Zbb72UlZWlpKRkhc63Mtxwww055phjct9992X+/PlFT2eJNthgg9SuXbvoaQAAALCG+0EFim233TZNmzbNHXfcUbntgQceSI0aNdK5c+fKbc8880z69OmTpk2bplGjRunevXuefPLJKmOVlpbmj3/8Yw488MDUr18/p59+euV47dq1S1lZWfbaa6/cfvvtVR6L+OYjHl89wjBhwoR06tQp9evXT8+ePTNz5szKc82YMSMDBw5Ms2bNUr9+/eyyyy75y1/+skLXYs6cOZk0aVLKy8vTrl273HLLLYsdM27cuOy4446Va3n11VeXONa3zT1Jxo4dmy5duqSsrCzbbbddzjjjjCpB5+67785OO+2UunXrpkmTJtl7773z9ttvV7k+X3fttdemTZs2qV27dtq0aZPrrruuyv7S0tL87//+b371q1+lfv36ad26dW6++ebvc5kAAABYS/ygAkWSHHTQQRkzZkzl59GjR+eAAw6ockfDv//97/Tv3z9jx47N+PHj06pVq/Tr12+x90ace+652WOPPfLYY4/lsMMOy2uvvZaDDjooe+yxRyZPnpwjjzwyp5566nfO6fPPP89FF12UUaNG5cEHH8wHH3yQYcOGVe7/6KOPsvvuu+eOO+7I5MmTs88+++Sggw7KtGnTvvd1GDNmTHbddddssskm6d+/f66//voq+19//fUccMAB6dq1ayZNmpQhQ4YscS3fNffx48dnyJAhOfzww/P4449n1KhRueuuuyqDzltvvZVDDz00AwcOzBNPPJH7778/AwYMWOq877nnngwfPjxDhw7NlClTcuSRR+a4447L2LFjqxx33nnnZe+9987kyZPTt2/f/PrXv87s2bO/9/UCAABgzfaDCxT9+vXLs88+m3/961956623Mn78+Oy///5VjunSpUsGDBiQ5s2bp1mzZjnvvPOy/vrrZ9y4cVWO69OnTwYNGpQmTZqkSZMmueaaa9KkSZOcddZZ2XrrrdO7d+8MHjz4O+e0cOHCXHDBBWnbtm1atmyZ8vLyTJo0KYsWLUqStGrVKoccckjlHSDHH398Wrdunbvuuut7XYOKioqMGTOmMgT07t0706dPr/Kuh2uuuSYNGzbMeeedl2bNmqVPnz5LXMt3zf2CCy5IeXl5DjzwwGyxxRbZZZddctppp+Xaa69NRUVF5s6dmy+++CK9e/fO5ptvnm222SaDBg1KnTp1ljj3UaNGpX///hkyZEi22mqrHHHEEenXr18uvfTSKsf1798//fv3T9OmTXPSSSelevXqmTJlyve6XgAAAKz5qhc9gW8qLS1Nz549M3r06Pz0pz9N586d06hRoyrHzJs3L2eddVYmTZqUefPm5csvv8ynn36a119/vcpxbdq0qfJ52rRpadOmTZW7Mdq1a/edc6pRo0a23nrrys9169bNF198kQ8++CAbb7xxPv7445x77rl54IEH8uabb2bhwoX57LPPsu22236fS5AJEyZk/vz56d69e5KkVq1a6dGjR66//vpsv/32SZKpU6emXbt2VdbSvn375Z77888/n2eeeaZKQFi0aFE+/fTTvPXWW2nVqlW6du2anXbaKbvuumu6du2a3r17Z7PNNlvi3KdOnZoDDjigyrZOnTotdgfF169N9erVs+mmm2bevHnLeokAAABYy/zgAkWSHHjggRk6dGg23HDD/O53v1ts/9ChQ/P222/n7LPPTuPGjVOjRo3ss88+i70Ic8MNN6zyuaKi4nu9/LJ69aqX6asxvroL4b//+78zbty4nHHGGdlyyy1Ts2bNHHnkkcv8Ys5vuv766/PBBx+kfv36VeZeq1atnHnmmalZs2YqKipWytwXLVqUE088Mb/4xS8W++5mm22WddZZJ3fccUeeeuqp/PWvf80NN9yQESNG5L777kurVq2WeM4lXeNvblt33XUX27+sawIAAGDt84MMFF26dMm6666bd999Nz169Fhs/+OPP55zzjkne+65Z5Lk7bffzltvvfWd4zZv3jz3339/lW1PP/30Cs/38ccfz4ABA9K7d+8kyWeffZYZM2Zkyy23XO6x3n///dx333258sor07p16yr7evfunbvuuisDBw5MixYtcvfdd1eJLk899dRyn69169aZNm1amjZtutRjSkpK0r59+7Rv3z4nnnhiOnbsmDvuuGOJgaJ58+Z5/PHHc9BBB1VumzJlSlq0aLHccwMAAODH4wcZKEpKSvLoo4+moqIiNWrUWGz/lltumVtuuSXt2rXLJ598klNOOSXrrbfed447ePDgXH755Tn55JPzq1/9Ki+//HKuvfbaynN+X1tuuWXuvffe7L333ll33XVz7rnn5vPPP/9eY910002pVatW9ttvv6yzzjpV9vXq1SvXX399Bg4cmMGDB2fUqFH57W9/m8MOOyz/+Mc/KteyPE444YT0798/jRo1Sp8+fVK9evW8/PLLefrpp3P66afnqaeeyiOPPJJu3bqldu3aeeGFFzJnzpw0b958ieOVl5fn4IMPzvbbb5/ddtst48aNy6233pobbrjhe10PAAAAfhx+cC/J/MpGG22Un/zkJ0vcN2rUqHz88cfp2rVrDjnkkBx44IFp3Ljxd47ZuHHjXH/99Rk7dmw6d+6cK6+8MieeeGKSZP311//ecz3rrLNSu3bt7L333unXr1923HHHdOrU6XuNdcMNN6Rnz56LxYnkP3dQTJkyJa+++moaNWqUG264IePHj0/nzp1zxRVXLNNfJPmmbt265ZZbbsnkyZPTrVu3dOvWLRdffHEaNmyYJPnJT36SJ554Iv3790/btm1z8sknZ/jw4enfv/8Sx+vZs2fOO++8XHHFFenQoUOuuuqqXHjhhdlrr72We24AAAD8eJTMnz//R/3g/5VXXpmRI0dm5syZqVbtB9trSFJ67ZxlPnb+4AarcCYAAACsbD/IRzxWpT/+8Y/ZYYcdsummm+Zvf/tbzj///AwcOFCcAAAAgAL96ALF9OnTc9FFF+W9995L/fr1c8ghh+SEE05Ybed/7LHH0q9fv6XunzNn2e8SAAAAgLXFj/4Rj9Xt008/zdy5c5e6/9v+msaPnUc8AAAA1l4/ujsoirbBBhuIEAAAAPANXrwAAAAAFE6gAAAAAAonUAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcAIFAAAAUDiBAgAAACicQAEAAAAUTqAAAAAACidQAAAAAIUTKAAAAIDCCRQAAABA4QQKAAAAoHACBQAAAFA4gQIAAAAonEABAAAAFE6gAAAAAAonUAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQuJL58+dXFD0JAAAA4MfNHRQAAABA4QQKAAAAoHACBQAAAFA4gQIAAAAonEABAAAAFE6gAAAAAAonUAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcAIFAAAAUDiBAgAAACicQMEao/TaOSm9dk7R0wAAAGAVECgAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcAIFAAAAUDiBAgAAACicQAEAAAAUTqAAAAAACidQAAAAAIUTKAAAAIDCCRQAAABA4QQKAAAAoHACBQAAAFA4gQIAAAAonEABAAAAFE6gAAAAAAonUAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcD+YQNGjR48MHz58pY9bWlqau+66a6WPuyJW1Vq/zZgxY9KgQYOlfl5RI0eOTKdOnVbaeAAAAPy4rLZA8c477+S4445Lq1atUqdOnWy99dbZZ5998vDDDydJRo8enVNOOWV1Ted7GTNmTEpLS5f489lnny3zOMu71hkzZuTXv/51tt1229SpUyetWrXKoEGD8sQTT3yfZSy3L7/8Mpdccknat2+fevXqZfPNN0/Xrl1z1VVXVR5TXl6e++67b7XMBwAAgLVP9dV1ooMOOiiffvppRo0alS222CLvvPNOHn300bz33ntJko033nh1TWWF1KxZM88+++xi29dff/1lHmN51vrss8+md+/eadasWS644IK0aNEiH3/8cR588MGccMIJmTBhwjKP9X2dc845ufrqq3P++eenbdu2+eijj/LCCy/k9ddfrzymVq1aq3weAAAArL1WS6CYP39+pkyZkjvvY8sjqAAAIABJREFUvDNdunRJkjRu3Dg77LBD5TE9evTINttsk/PPPz9JKu8SmDNnTm6//fZstNFGOfLII3P00UdXfufVV1/N0UcfnaeffjqNGjXK2WefncGDB+e8887LAQccsMS5vPHGGzn55JMzfvz4JEmHDh0ycuTIbLnllsu0lpKSkpSVlS11f48ePdKsWbOst956uemmm5IkgwYNyogRI1KtWrUlrnVpKioqctRRR2XzzTfPAw88kHXWWadyX8uWLXPIIYestHV9m7Fjx+aQQw7JvvvuW+X8Xzdy5MjcfffdmTJlSmbNmpXWrVsvNk6jRo3y4osvJkleeeWVnHLKKXnsscey/vrrp0uXLjn77LO/9doCAACw9lotj3jUqlUrtWrVyv33379cj0JcccUV2WabbTJhwoQcc8wxOeWUU/Lkk08mSRYtWpQDDzww1atXz0MPPZQrrrgi5557bj7//POljvfJJ5+kV69eqVGjRu6777489NBDKSsrS+/evfPJJ5+s8Dq/cuutt2bRokV56KGHcskll+S6667LFVdcsdzjvPDCC3n55Zdz9NFHV4kTXyktLU2y6tdVVlaWyZMn5+23316m4xs2bJipU6dW/nwVkDp37pwkefPNN7P33nvnZz/7WcaPH58777wzH330UQYOHJhFixat8HwBAABY86yWQFG9evVcfvnlueWWW7L55ptn9913z8knn5y//e1v3/q93XbbLUOGDEnTpk1zxBFHpGnTppWPNDz88MP55z//mauuuirbbbdd2rdvn7PPPjsLFy5c6ni33357KioqcsUVV6Rly5Zp1qxZLrnkknz88cd54IEHlmktH3/8cRo0aFDlZ4899qhyTFlZWc4777w0a9Ysffr0SXl5+fcKFNOnT0+SNGvW7FuPWxnr+jZnnXVW3n///TRv3jwdO3ZMeXl57r777lRUVCzx+HXWWSdlZWUpKytL7dq187vf/S5lZWW5+OKLkyRXX311WrZsmREjRqR58+Zp2bJl/vCHP+SZZ55Z4uMzAAAArP1W2zsoevfunT333DNTpkzJk08+mfHjx2fUqFH57//+7xx33HFL/M62225b5XPdunUzb968JMm0adNSr1691K9fv3L/DjvsUPkYxZI8//zzmTVrVho2bFhl+yeffJIZM2Ys0zpq1qyZSZMmVdm23nrrVfncrl27lJSUVH5u3759zjrrrHz44Yf5yU9+skznSbLUAPBNK2Nd36ZFixaZMmVKnnvuuUyZMiWPPfZYBg8enN122y0333zzt17zU089NS+99FLGjx9f+Z6O559/Po899tgS/4rIjBkz0rZt2xWeMwAAAGuW1RYokv+8SHLXXXfNrrvumhNPPDHl5eU555xzUl5evsTj11133SqfS0pKKn9pX9Zf3r9u0aJFadWqVa655prF9i3riytLSkrStGnT5T739/HV+yOmTZu2xHc6fGVlrOu7VKtWLTvssEN22GGH/N//+39z880354gjjsijjz6anXfeeYnf+X//7//l2muvzdixY6u8W2LRokXZY489cuaZZy72ndq1a6+U+QIAALBmWa2B4puaN2+ehQsXLtd7Kb7+3blz52bu3LmpV69ekv/8xYtve4dB69atc9ttt2WTTTapfH/DqvD000+noqKi8i6Kp556KvXq1VuuuyeSZLvttkuLFi1y2WWXpW/fvou9h2L+/PkpLS1dbev6uubNmyf5zyMvS/LEE0/kuOOOy5/+9Ke0atWqyr7WrVvnjjvuSKNGjRaLUAAAAPw4rZZ3ULz33nvp1atXbr755vz973/PzJkzc+edd+ayyy5Lly5dlvsX9yTZdddds/XWW2fo0KF58cUX89RTT+Wkk05K9erVqzxe8XX9+vVLnTp1sv/++2fy5MmZOXNmHn300Zx00kn517/+tUznraioyFtvvbXYz5dffll5zJtvvpnf/va3+ec//5m77rorl112WY466qjlXmNJSUkuv/zyzJw5M3vuuWf+8pe/ZMaMGXnppZdy6aWX5he/+MVKW9e3GTRoUC6//PL87W9/y+zZszNp0qQMHz48tWvXTocOHRY7/q233sqBBx6YQw89NO3atau8Ru+8806S5LDDDsuHH36YwYMH529/+1tmzpyZRx55JMccc0z+/e9/r/B8AQAAWPOsljsoNtxww+y444656qqrMn369CxYsCD16tXLL3/5ywwfPvx7jVmtWrWMHj065eXl6datWxo3bpwzzzwzBx10UOW7Dr6pZs2auf/++3Paaafl4IMPzocffpi6detm5513XuY7Dz755JPKuwe+7plnnql89KNfv35ZtGhRunXrlpKSkhx00EHfK1AkSdu2bfPII4/kwgsvzLBhwzJv3ryUlZVlhx12qPwzpStjXd+mW7du+fOf/5xLLrkkH3zwQWWYuOyyy5b4CMm0adMyb968jBo1KqNGjarc/tWfGa1Xr14eeOCBjBgxIvvuu28+//zzNGzYMLvuumtq1KixwvMFAABgzVMyf/785X+Zww/Uiy++mJ133jmPPPJItt9++0Lm0KNHj2yzzTaV8YCVp/TaOUmS+YMXf7kmAAAAa7ZC30Gxou65555suOGGadq0aWbPnp2TTjopLVu2/NYXSgIAAAA/PGt0oPjoo49y2mmnZc6cOSktLU3nzp1z9tlnL/UdFN+lY8eOee2115a47+KLL85+++23ItNdzGOPPZZ+/fotdf+cOXNW6vmWZnWvGwAAAL5prXrEY0XNnj07CxcuXOK+2rVrZ6ONNlqp5/v0008zd+7cpe5fXX/OdHWv+/vyiAcAAMDaa42+g2Jla9y48Wo93wYbbLDaIsS3Wd3rBgAAgG9aLX9mFAAAAODbCBQAAABA4QQKAAAAoHACBQAAAFA4gQIAAAAonEABAAAAFE6gAAAAAAonUAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcAIFAAAAUDiBAgAAACicQAEAAAAUTqAAAAAACidQAAAAAIUTKAAAAIDCCRQAAABA4QQKAAAAoHACBQAAAFA4gQIAAAAonEABAAAAFE6gAAAAAApXMn/+/IqiJwEAAAD8uLmDAgAAACicQAEAAAAUTqAAAAAACidQAAAAAIUTKAAAAIDCCRQAAABA4QQKAAAAoHACBQAAAFA4gQIAAAAonEABAAAAFE6gAAAAAAonUAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcAIFAAAAUDiBAgAAACicQAEAAAAUTqAAAAAACidQAAAAAIUTKAAAAIDCCRQAAABA4QQKAAAAoHACBQAAAFA4gQIAAAAonEABAAAAFE6gAAAAAAonUAAAAACFEygAAACAwgkUAAAAQOEECgAAAKBwAgUAAABQOIECAAAAKJxAAQAAABROoAAAAAAKJ1AAAAAAhRMoAAAAgMIJFAAAAEDhBAoAAACgcAIFAAAAUDiBAgAAACicQAEAAAAUTqAAAAAACidQAAAAAIUTKAAAAIDCCRQAAABA4QQKAAAAoHACBQAAAFC41RYoJk2alNLS0rz77rtL/LyiRo4cmU6dOq2UsdYUY8aMSYMGDaps+9///d+0bNkyG2+8cUaOHLna5/Rj/O8AAADAilvmQPH222/nxBNPzPbbb586derkZz/7WX75y1/mwQcfXJXzq3T99ddn5513ToMGDdK4cePstNNOOfPMM1fLuVempf0CP2vWrJSWlubZZ59d5rH69u2b5557rvLz/Pnzc/zxx6e8vDwvv/xyysvLV8qcl0d5eXnuu+++ys9Dhw5N//79V/s8AAAAWLNUX5aDZs2ale7du6dWrVo59dRT07JlyyxatCgTJkzIsGHD8ve//32VTvKGG27IiSeemLPPPjtdunTJggUL8sorr+TJJ59cpef9odtggw2ywQYbVH6ePXt2Fi5cmD333DN169b93uMuWLAg66233vf6bq1atb73eQEAAPjxWqY7KI4//vhUVFTk4YcfTp8+fbL11lunefPmGTJkSCZPnpwk+eCDD3LMMcdkq622SsOGDbP33nsv190A32bs2LHp1atXBg8enKZNm6ZFixb5xS9+kbPPPnuxY2+//fZsv/32adiwYfbff/8qj5A888wz6dOnT5o2bZpGjRqle/fui0WO0tLS/M///E/222+/1KtXLy1btszNN99c5Zg33ngjhxxySDbffPNsvvnm2W+//fKvf/1rpaz1K189vjFhwoR06tQp9evXT8+ePTNz5szFjvnq37vsskuSZPvtt09paWlmzZqVJLn22mvTpk2b1K5dO23atMl111232Jr/+Mc/5sADD0z9+vVz+umnVz6C89BDD6VLly6pW7du9tprr8yZMyeTJ0/Oz3/+8zRo0CD9+/fPe++9VznW1+8QGTlyZG688cY88MADKS0tTWlpaSZNmpRevXpl+PDhVebw4Ycfpl69ern77rtX6nUEAABgzfCdgeL999/PuHHjcvjhhy/x/46XlpamoqIi/fv3z9y5c3PzzTdn4sSJ2WmnnbLPPvvkzTffXOFJlpWV5emnn67yy/mSzJ49O3/+858zevTo/PnPf84LL7yQM844o3L/v//97/Tv3z9jx47N+PHj06pVq/Tr12+x92CMHDkye+21VyZNmpSDDz44Rx55ZGVs+eSTT9KrV6/UqFEj9913Xx566KGUlZWld+/e+eSTT1Z4rV/3+eef56KLLsqoUaPy4IMP5oMPPsiwYcOWeGzfvn1z++23J0n++te/ZurUqWnYsGHuueeeDB8+PEOHDs2UKVNy5JFH5rjjjsvYsWOrfP/cc8/NHnvskcceeyyHHXZYlWsxcuTIjBs3LvPnz88hhxyS8847L5deemnuvffevPzyy0t910V5eXn69OmTrl27ZurUqZk6dWo6dOiQX/3qV7n11lvz+eefVx57++23Z8MNN8xee+21opcNAACANdB3Borp06enoqIizZo1W+oxEydOzIsvvpjrrrsubdu2TdOmTXPyySdn8803X+zug+/jxBNPzCabbJLtt98+O+ywQ4YMGZIbb7wxX3zxRZXjFi5cmCuuuCItW7ZM+/btc/DBB2fChAmV+7t06ZIBAwakefPmadasWc4777ysv/76GTduXJVxvrpbY6uttsrxxx+fXXbZJVdeeWWS//wiXVFRUXmeZs2a5ZJLLsnHH3+cBx54YIXX+s31XHDBBWnbtm1atmyZ8vLyTJo0KYsWLVrs2A022CCbbLJJkmTTTTdNWVlZ1llnnYwaNSr9+/fPkCFDstVWW+WII45Iv379cumll1b5fp8+fTJo0KA0adIkTZo0qdx+0kknZaeddkrLli0zePDgPPHEEzn99NPTrl27tGnTJgMHDqy8i+abatWqlfXXXz81atRIWVlZysrKst5666VXr16pVq1a7r333spjR48enQEDBmTdddddCVcOAACANc13BoqKiorvHOT555/PJ598kq222ioNGjSo/Hn55ZczY8aMFZ5k3bp189BDD+Wxxx7L0KFDU1FRkWOPPTa77bZblbsWGjVqlJ/+9KdVvvfOO+9Ufp43b15+85vfpG3btmncuHEaNmyYefPm5fXXX69yvh133HGxz6+88krlWmfNmpWGDRtWrrNx48aZP3/+Slnr19WoUSNbb711lfV88cUX+eCDD5Z5jK/uWvi6Tp06Va7nK23atFni97fddtvKf9epU2eJ2+bNm7fM80n+s67+/ftn9OjRSZJXXnklTz/9dA488MDlGgcAAIC1x3e+JHPLLbdMSUlJpk2bttRjFi1alDp16iz22ECSbLTRRis2w6/ZZpttss022+Twww/PlClTstdee+WOO+7IAQcckCSL/d/3kpKSKncbDB06NG+//XbOPvvsNG7cODVq1Mg+++yTBQsWLPMcFi1alFatWuWaa65ZbN/GG2/8nd/faKON8uGHHy62/avo8JOf/KRyW/XqVf/zlJSUVM5heXz1vW/btuGGGy7xu1+/pl9955vblnc+STJo0KD8/Oc/z2uvvZYbbrgh7du3T4sWLZZ7HAAAgP+vvTuPsrq+7z/+QhEswTpiZZE1g4KIcQEFFA0gJ2rcEKvSWBIFVEDFpC4ENEo81n2LiWsRo5bWiBVFq611Zx2XatR6BA0GIY1ApaJi3Fh+f+Tn1BFQhmU+CI/HOfcc7/d+v3fedz7nOjNP7v1eNg1f+wqK7bbbLn379s3YsWOzZMmSlW5fvHhx9thjjyxcuDBbbLFFKisra1x22GGHDTL453/Mfvjhh2t8TFVVVU455ZQcfPDB6dSpUxo3bpwFCxastN/zzz+/0vWOHTsmSfbYY4+8+eabadKkyUqPdU0Cxc4775z58+evdG6Ol156KQ0aNEjbtm3X+PGsiY4dO6aqqqrGthkzZtRZDGjQoEGWLVu20vZOnTpl7733zh133JEJEyZ49QQAAMBmbo0+xeOqq67KihUr0qdPn9x///1544038vrrr2fcuHHZf//907t37/To0SPHH398Hn300cyZMyfPPvtsLrnkkkyfPn2dhzzzzDNzxRVXpKqqKnPnzs1zzz2XYcOGpVGjRjnwwAPX+H7at2+fCRMmZObMmXnhhRcyePDgVX6c5oMPPpg77rgjs2fPzjXXXJOnn346w4cPT5Ice+yxadq0aY4//vhMnTo1c+bMybRp03Leeeet0Sd59O3bNx06dMiQIUNSVVWVOXPmZNKkSbn44oszfPjwlV41sa5GjBiRu+++O2PHjs3s2bNzyy235J577skZZ5yxXr/O6rRp0yavvfZa3njjjSxatKjGeUN+9KMf5Ze//GX+9Kc/pX///nUyDwAAABunNQoU7dq1y9NPP53evXtnzJgx6dmzZ4488sj827/9W6699trUq1cvEyZMyAEHHJAf//jH2WeffTJo0KD87ne/S4sWLdZ5yN69e+c///M/M2jQoOy9997V/9p+3333Zaeddlrj+7n++uvz4Ycfpnfv3hk8eHAGDhyYNm3arLTfqFGj8sADD6Rnz5657bbbcsMNN6RLly5JkkaNGuXhhx9Ou3btcuKJJ6Zbt24ZPnx4Fi9enIqKiq+doX79+pk4cWLatGmTk08+Ofvuu28uueSSDBs2LD/72c/W+LGsqcMPPzxXXHFFbrzxxnTv3j0333xzrr766jr7tIwTTjghHTp0SJ8+fdK+ffsar+Y4+uij06BBgxx11FHr9a1AAAAAfPPUW7x48defBXMzUlFRkTvuuCP9+vUrPcom7+23385uu+2Whx56KD169Cg9DgAAAAWt3/cTwBr47LPPMn/+/Fx00UXZfffdxQkAAAA2jkBxzDHHZMaMGau87cwzz8xZZ51VxxOtvR49emTevHmrvO3aa6/NcccdV8cTbXyqqqpyxBFHpH379vn1r39dehwAAAA2AhvFWzz++Mc/5uOPP17lbdttt90afTrGxmLu3LlZunTpKm/bYYcdnGsBAAAAVmGjCBQAAADA5m2NPsUDAAAAYEMSKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIECAAAAKE6gAAAAAIoTKAAAAIDiBAoAAACgOIFiM3PppZdm3333LT0GAAAA1CBQbAKGDx+eioqKjBgxYqXbLrjgglRUVGTAgAFJkhEjRuShhx6qcezntwEAAEApAsUmolWrVrnvvvvy4YcfVm9bunRp7r777rRq1ap6W+PGjdOkSZMSIwIAAMBqCRSbiM6dO6eysjL33Xdf9bZHHnkkDRs2zP7771+97Ytv8bj00ktz11135ZFHHklFRUUqKioyZcqUJMmrr76afv36pXnz5mnXrl2GDx+e9957r/p+Xn311Rx55JFp3bp1WrVqlZ49e2by5MnVt8+cOTPHHXdcWrVqlZ122ilDhgzJggUL1vh4AAAANi8CxSbkhz/8Yf7pn/6p+vr48ePzt3/7t6lXr94q9x8xYkT69++f3r17Z9asWZk1a1a6d++eP/3pTznmmGPyrW99K48//njGjx+fZ599Nqeffnr1sSeffHKaN2+exx9/PJMnT86oUaOy9dZbJ0nmz5+fQw89NJ06dcrjjz+e+++/P0uWLMkPfvCDLF++/GuPBwAAYPNTv/QArD/HHntszj///MyePTuNGzfO448/niuuuCKXXHLJKvdv3Lhxtt566zRs2DDNmjWr3n7XXXflww8/zC233JJtttkmSfKLX/wiRxxxRN58881UVlZm3rx5Of3009OhQ4ckSWVlZfXx48aNy2677ZYLL7ywetstt9ySdu3a5cUXX0zXrl2/8ngAAAA2PwLFJqSioiKHH354xo8fn2233Tb7779/WrduXev7mTVrVjp37lwdJ5Kke/fu2WKLLTJz5sxUVlbm1FNPzRlnnJG77rorvXr1ypFHHlkdG1566aVMnz49LVu2XOm+f//736dr165feTwAAACbH2/x2MQMHDgwv/nNbzJ+/PgMHDhwre5jxYoVq73t87eLjB49Os8880wOO+ywPPvss+nZs2f+8R//MUmyfPnyHHTQQZkyZUqNywsvvJCDDz74a48HAABg8yNQbGJ69eqVrbbaKosWLcphhx32tfs3aNAgy5Ytq7Ftl112yauvvpoPPvigetszzzyT5cuXp2PHjtXb2rdvn2HDhmXChAn54Q9/WB0Y9thjj8ycOTOtW7dOZWVljcsXX5WxuuMBAADY/AgUm5h69epl2rRpeemll9KwYcOv3b9NmzZ57bXX8sYbb2TRokX57LPPcuyxx6ZRo0YZNmxYXn311UybNi1/93d/lyOOOCKVlZX56KOPcvbZZ2fKlCl566238vzzz6eqqqo6Xpx00kl5//33M2jQoDz//POZM2dOnnrqqfz4xz/OBx988LXHAwAAsPlxDopN0BdfpfB1TjjhhEydOjV9+vTJkiVL8uCDD+aAAw7Ivffem9GjR6dv375p2LBhDj300Fx22WVJki233DKLFy/O8OHDs3DhwjRp0iQHH3xwLrrooiRJixYt8sgjj+TCCy/MX//1X+eTTz5Jq1at0qdPn+po8lXHAwAAsPmpt3jx4tWfcAAAAACgDniLBwAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHECBQAAAFCcQAEAAAAUJ1AAAAAAxQkUAAAAQHGbdKCoqKjIpEmTNvjXOeecc3LYYYet1/usq9nrwqb0WAAAANgwvrGBYvjw4amoqKi+VFZWZsCAAXn99ddLj/a1Fi5cmJ/+9KfZc88907Rp03Tq1CnHHHNM/uM//qP0aOtk+PDhGTBgwErbZ82alUMOOaTARAAAAHxTfGMDRZL07t07s2bNyqxZszJx4sS39fRVAAATFUlEQVR89NFHGThwYOmxvtJbb72VXr165YknnsiYMWMybdq03H///TnooINy5plnrtN9f/bZZ+tpyvWrWbNmadiwYekxAAAA2Ih9owNFw4YN06xZszRr1ix77rlnTj311Lz++uv56KOPVrn/z3/+8+y9995p3rx5vvOd7+SCCy7Ixx9/XH37pZdemn333Tf33ntv9txzz7Rq1SrHH398Fi1aVL3PsmXL8rOf/Sxt27ZN27ZtM2rUqCxbtmyNZz777LOzYsWKPPnkk+nfv3923nnndOzYMaecckqmTp1aY9933303J5xwQnbcccfsscceufvuu6tve+utt1JRUZF/+Zd/yRFHHJHmzZvn17/+dZLkgQceyH777ZemTZumc+fOueqqq7JixYrqY7/zne/k8ssvz/Dhw9OqVat07tw5EydOzOLFizN48OC0bNkyXbp0yRNPPFHjcZ9++unZfffd07x583Tp0iXXXXddli9fXv29u+uuu/LII49Uv6plypQpSWq+xePzuSdNmpSjjjoqLVq0SPfu3fPkk0+u8fcQAACATc83OlB80QcffJCJEydm1113zV/8xV+scp9GjRrl+uuvzzPPPJOrr746EydOzFVXXVVjn7lz52bixIkZP358Jk6cmJdffjkXXXRR9e3XX3997rzzzvziF7/Io48+mmXLluWee+5ZoxnffffdPPbYYzn55JPTuHHjlW6vqKiocf2KK67IoYcemqlTp+boo4/O6aefnrlz59bY58ILL8xJJ52UqqqqHHbYYfntb3+bE088MYcffnimT5+eMWPG5Nprr80//MM/1DjupptuSteuXfP000/nqKOOyvDhw3PyySfne9/7XqZMmZL99tsvp5xySnXAWb58eVq0aJHbb789zzzzTM4///xcffXVGT9+fJJkxIgR6d+/f41XtXTv3n2134u///u/z9ChQzN16tTstddeGTx4cJYsWbJG30cAAAA2Pd/oQPHYY4+lZcuWadmyZVq3bp3p06fn1ltvXe3+I0eOTI8ePdK2bdvqt1Tce++9NfZZunRpbrzxxuy2227p1q1bTjzxxDz99NPVt990000544wz0r9//3To0CGXX355mjZtukbzvvnmm1mxYkU6dOiwRvsPGDAgAwYMSGVlZc4777zUr18/M2bMqLHPKaeckn79+qVdu3Zp2bJlbrjhhvTs2TPnnntudtpppxx33HE5/fTTc91119U4rm/fvjnppJPSvn37jB49Op988km+/e1v5wc/+EEqKytzzjnn5J133slrr72WJNlqq61y3nnnpUuXLmnbtm369++fwYMHV3//GjdunK233rrGq1oaNGiw2sd26qmn5vvf/37at2+fCy64IO+++25eeeWVNfq+AAAAsOmpX3qAdbHffvtV/+H97rvv5tZbb83RRx+dxx57LK1atVpp/0mTJuWmm27Km2++mQ8//DDLli1b6e0ZrVu3zrbbblt9vXnz5nnnnXeSJO+9917mz5+fffbZp/r2LbbYIl27ds1///d/f+28X3ybxZro3Llz9X/Xr18/22+/ff7nf/6nxj577bVXjeuzZs3KQQcdVGPbvvvum8svvzzvv/9+/vIv/3Kl+27cuHEaNWpUY9vn0eWLX++2227LnXfemXnz5uXjjz/OZ599ltatW9fqMa3qsbVo0WKlrwUAAMDm5Rv9CopGjRqlsrIylZWV6dq1a66//vp88MEHuf3221fa97nnnsvgwYNz4IEH5je/+U0mT56c8847b6UTS2611VY1rterV6/6PAvrqn379qlXr94af9LIqmb5cuT41re+VeP6ihUrUq9evVXe3xe3r+q+69evv9K+nz/2iRMnZvTo0Tn++ONz7733ZsqUKRkyZEg+/fTTNXosX/bFr//516ptwAEAAGDT8Y0OFF9Wr169bLHFFqs8SWZVVVVatGiRkSNHpkuXLmnfvn3mzZtXq/vfdttt07x58zz//PPV21asWJEXXnhhjY7fbrvt0rdv34wdO3aV51tYvHhxreZZlV122SVVVVU1ts2YMSMtW7bMNttss9b3O2PGjHTt2jWnnHJK9txzz1RWVub3v/99jX0aNGhQqxOGAgAAwOe+0YHik08+yYIFC7JgwYLMmjUrI0eOzJIlS3LIIYestO9OO+2Ut99+OxMmTMicOXMybty4lc4/sSaGDRuW6667LpMmTcobb7yRUaNGZcGCBWt8/OefqNGnT5/cf//9eeONN/L6669n3Lhx2X///Ws9z5eddtppmTZtWi699NL87ne/y4QJE3LDDTfkjDPOWKf73WmnnfLyyy/n0UcfzezZs3PFFVdk+vTpNfZp06ZNXnvttbzxxhtZtGjRRvuxpwAAAGx8vtHnoHjqqafSsWPHJMk222yTnXfeObfffnsOOOCAlfb9/ve/nzPOOCOjR4/Oxx9/nD59+uTcc8/NWWedVauvefrpp2fBggUZMWJEkj+fyPLYY4/NrFmz1uj4du3a5emnn87VV1+dMWPG5O23306TJk2y22675dprr63VLKuy55575vbbb89ll12Wa665Jk2bNs1PfvKTnHLKKet0v4MGDcorr7ySk046KStWrMiRRx6Z0047rfpTPJLkhBNOyNSpU9OnT58sWbIkDz744CrXAgAAAL6s3uLFi73xHwAAACjqG/0WDwAAAGDT8I1+i8fGZt68eenRo8dqb6+qqlrrj+UEAACATZm3eKxHS5cuzdy5c1d7e5s2bWp8lCcAAADwZwIFAAAAUJxzUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQAAABAcQIFAAAAUJxAAQAAABQnUAAAAADFCRQUdeutt2b33XdPs2bN0qtXr0yfPv0r9586dWp69eqVZs2aZY899shtt91WR5OyKrVZv/nz5+ekk07KPvvskyZNmmT48OF1OCmrUpv1e+CBB9K/f/+0b98+rVq1St++ffPwww/X4bR8WW3Wb+rUqTnooIPy7W9/O82bN88+++yTX/3qV3U4LV9W259/n5sxY0a233777Lvvvht4Qr5KbdZvypQpqaioWOny+uuv1+HEfFFtn3+ffvppLr744uy+++5p2rRpdtttt9x88811NC1fVpv1Gz58+CqffzvuuGMdTkxtCBQUM3HixIwaNSpnnXVWJk+enG7duuXYY4/NvHnzVrn/nDlzctxxx6Vbt26ZPHlyzjzzzIwcOTKTJk2q48lJar9+n3zySZo0aZKf/OQn2Xvvvet4Wr6stus3bdq0fPe7382ECRMyefLkfO9738vAgQPX+I8q1q/arl/jxo0zdOjQPPzww6mqqsrZZ5+dSy+9NLfeemsdT05S+/X73OLFizNs2LD06tWrjiZlVdZ2/aqqqjJr1qzqS/v27etoYr5obdZvyJAhefzxx3Pdddflueeey+23357OnTvX4dR8rrbrd9lll9V43s2aNSvt2rXLUUcdVceTs6bqLV68eEXpIdg89e3bN507d84vf/nL6m1dunRJv379MmbMmJX2HzNmTB588MG88MIL1dtGjBiRmTNn5tFHH62Tmfk/tV2/LxowYECaNGmSm266aUOPyWqsy/p97sADD8y+++6biy++eEONyWqsj/UbOHBgGjZsmHHjxm2oMVmNtV2/gQMHZrfddsuKFSvywAMPZMaMGXUxLl9S2/WbMmVKjjjiiMyePTvbb799XY7KKtR2/Z544omceOKJefHFF63fRmBdf/5VVVXlkEMOySOPPJLu3btvyFFZS15BQRGffvppfvvb3+bAAw+ssf3AAw/MM888s8pjnn322ZX279u3b1588cV89tlnG2xWVrY268fGY32t35IlS1JRUbG+x+NrrI/1e+mll/Lss8+mZ8+eG2JEvsLart+tt96ahQsX5pxzztnQI/IV1uX517t373Ts2DFHHnlkJk+evCHHZDXWZv0eeuih7LXXXrnhhhuy6667pkuXLhk5cmSWLFlSFyPzBevj598dd9yRTp06iRMbsfqlB2DztGjRoixbtiw77LBDje077LBDFi5cuMpjFi5cmN69e6+0/9KlS7No0aI0b958Q43Ll6zN+rHxWB/rN3bs2Pzxj3/MgAEDNsSIfIV1Wb9dd90177zzTpYuXZqf/vSnGTx48IYclVVYm/V79dVXc/nll+fRRx/NlltuWRdjshprs37NmzfPNddcky5duuTTTz/N3XffnX79+uVf//VfRcI6tjbrN2fOnFRVVaVhw4a58847895772XkyJGZP39+7rzzzroYm/9vXX9/ee+99zJp0qScf/75G2pE1gOBgqLq1atX4/qKFStW2vZ1+69qO3WjtuvHxmVt12/SpEm54IILMm7cuLRp02ZDjcfXWJv1e/jhh/Phhx/m+eefz5gxY9K2bdv8zd/8zYYck9VY0/X75JNPMmTIkFx00UVp165dHU3H16nN82/nnXfOzjvvXH29W7dumTt3bn71q18JFIXUZv2WL1+eevXqZezYsdl2222TJFdeeWWOPvroLFy4ME2bNt3g81LT2v7+MmHChCxbtszPvY2cQEER22+/fbbccsuVauc777yzUhX9XNOmTVe5f/369dOkSZMNNisrW5v1Y+OxLus3adKkDBs2LDfffHMOPfTQDTkmq7Eu6/f5H7idO3fOwoULc9lll/lFrY7Vdv3mz5+fmTNn5rTTTstpp52W5M9/MK1YsSLbb7997rnnnpVe7syGs75+/nXt2jUTJ05c3+PxNdZm/Zo1a5YWLVpUx4kk6dChQ5LkD3/4g0BRh9b1+XfHHXfkyCOPzHbbbbehRmQ9cA4KimjQoEH23HPPPPnkkzW2P/nkk6t9T1i3bt3y1FNPrbT/Xnvtla222mpDjcoqrM36sfFY2/W77777MnTo0Nx4443p16/fhh6T1Vhfz7/ly5fn008/Xd/j8TVqu3477rhjpk+fnilTplRfBg8enMrKykyZMiXdunWrq9HJ+nv+vfLKK2nWrNn6Ho+vsTbr16NHj8yfP7/GOSdmz56dJGnduvWGG5aVrMvz7/nnn89//dd/5Uc/+tGGHJH1wCsoKOa0007L0KFD07Vr13Tv3j233XZb5s+fn0GDBiVJhg4dmiS55ZZbkiSDBg3K2LFjM2rUqAwaNCjPPPNM/vmf/9nH5BVS2/VLkpdffjlJ8v7776devXp5+eWX06BBg+yyyy51/wA2c7Vdv3vvvTdDhw7NRRddlP322y8LFixI8udfFvxLRN2r7frdcsstadu2bfXLzKdNm5brr78+Q4YMKfMANnO1Wb+tttoqu+66a43j/+qv/ioNGzZcaTt1o7bPvxtvvDFt2rRJp06d8umnn2bChAl56KGHnL+gkNqu3zHHHJMrr7wyp512WkaNGpX33nsvo0aNSr9+/bxqtIC1+f0z+fOrJ9q3b5/999+/zmemdgQKijn66KPzv//7v7nyyiuzYMGCdOrUKRMmTKh+T/sf/vCHGvu3a9cuEyZMyLnnnpvbbrstzZs3z+WXX+5fcgup7folyXe/+90a1//93/89rVu3ziuvvFInM/N/art+t912W5YuXZrRo0dn9OjR1dt79uyZhx56qE5np/brt2zZsvz85z/P3LlzU79+/bRr1y5jxoxxksxC1ub/n2w8art+n332Wc4///y8/fbb2Xrrrav3P+igg0qMv9mr7fo1btw4999/f0aOHJkDDzwwFRUVOeyww9b4I51Zv9bm/58ffPBBJk6cmJEjRzpX2jdAvcWLF68oPQQAAACweXMOCgAAAKA4gQIAAAAoTqAAAAAAihMoAAAAgOIECgAAAKA4gQIAAAAoTqAAAAAAihMoAAAAgOIECgAAAKC4/wcmlXVYviNZuQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "features = data.columns\n",
    "importance = model.feature_importances_\n",
    "indices = np.argsort(importance)\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (15, 15)\n",
    "plt.barh(range(len(indices)), importance[indices])\n",
    "plt.yticks(range(len(indices)), features[indices])\n",
    "plt.title('Feature Importance for Decision Tree', fontsize = 30)\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auc_roc: \n",
      "0.9230769230769231\n",
      "roc_auc: \n",
      "0.9230769230769231\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'False Positive Rate')"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "auc_roc=metrics.roc_auc_score(y_test,y_pred)\n",
    "print(\"auc_roc: \")\n",
    "print(auc_roc)\n",
    "\n",
    "from sklearn.metrics import roc_curve, auc\n",
    "false_positive_rate, true_positive_rate, thresholds = roc_curve(y_test, y_prob)\n",
    "roc_auc = auc(false_positive_rate, true_positive_rate)\n",
    "print(\"roc_auc: \")\n",
    "print(roc_auc)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.title('ROC curve_Decision Tree')\n",
    "plt.plot(false_positive_rate,true_positive_rate, color='red',label = 'AUC = %0.2f' % roc_auc)\n",
    "plt.legend(loc = 'lower right')\n",
    "plt.plot([0, 1], [0, 1],linestyle='--')\n",
    "plt.axis('tight')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.xlabel('False Positive Rate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training accuracy : 0.982421875\n",
      "Testing accuarcy : 0.9590643274853801\n",
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.98      0.96      0.97       117\n",
      "          1       0.91      0.96      0.94        54\n",
      "\n",
      "avg / total       0.96      0.96      0.96       171\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d8cd974128>"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Support Vector Machine\n",
    "\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "# creating a model\n",
    "model = SVC()\n",
    "\n",
    "# feeding the training data into the model\n",
    "model.fit(x_train, y_train)\n",
    "\n",
    "# y_prob = model.predict_proba(x_test)[:,1] # This will give you positive class prediction probabilities  \n",
    "\n",
    "# predicting the test set results\n",
    "y_pred = model.predict(x_test)\n",
    "\n",
    "# Calculating the accuracies\n",
    "print(\"Training accuracy :\", model.score(x_train, y_train))\n",
    "print(\"Testing accuarcy :\", model.score(x_test, y_test))\n",
    "\n",
    "# classification report\n",
    "cr = classification_report(y_test, y_pred)\n",
    "print(cr)\n",
    "\n",
    "# confusion matrix \n",
    "plt.rcParams['figure.figsize'] = (5, 5)\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(cm, annot = True, cmap = 'rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auc_roc: \n",
      "0.9601139601139601\n",
      "roc_auc: \n",
      "0.9230769230769231\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'False Positive Rate')"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "auc_roc=metrics.roc_auc_score(y_test,y_pred)\n",
    "print(\"auc_roc: \")\n",
    "print(auc_roc)\n",
    "\n",
    "from sklearn.metrics import roc_curve, auc\n",
    "false_positive_rate, true_positive_rate, thresholds = roc_curve(y_test, y_prob)\n",
    "roc_auc = auc(false_positive_rate, true_positive_rate)\n",
    "print(\"roc_auc: \")\n",
    "print(roc_auc)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.title('ROC curve_Decision Tree')\n",
    "plt.plot(false_positive_rate,true_positive_rate, color='red',label = 'AUC = %0.2f' % roc_auc)\n",
    "plt.legend(loc = 'lower right')\n",
    "plt.plot([0, 1], [0, 1],linestyle='--')\n",
    "plt.axis('tight')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.xlabel('False Positive Rate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
